{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from CosinorPy import file_parser, cosinor, cosinor1\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "df2 = file_parser.read_excel(os.path.join(\"test_data\",\"Example2_JTK.xlsx\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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ZDlFEmiCaAMrLyzl69CgnTpygpqbmjOuhpVODZwZhPcFCYLCZPR43qDNwuLGZu/spoMdZRSifkljHUFFRQUVFBTk5ORQWFqqDm0gWi15a//Tp09TW1sb+z5k+w2+smOgF4EPgfOCeuM/LgNdTFZQkz8zIzw/q8uM7uOXn56viWSRLJFYER4uAowd12aDBSMJ+Ae8BE9ITjpyN+N7PkUgk1iJJ9Qsi6ZcN9QBNkWwP5LnAD4FegIUPd/cuKYxNzkJ8xXN1dTWVlZXk5OTQsWNHFSOJpFC0oUdlZSW1tbWxOytm+4FYsucoPwK+4O47UhmMtLz4+gUVI4mkRvyl7SORyBl3Tmwtko30oBJB61dfMVJBQQEFBQW6eJ5IE0SLgSorK2O30M3mYqDGJJsMNpvZCuBRoDL6oburyWgrFV+MVFlZGWuNpGIkkYYltgZqLcVAjUk2GXQBTgHT4j5z1H+g1WusNZJ6O4sQq3uLVgZnY2ugs5XUN3H3L6c6EMm8+oqRCgsLY53dRNqTaDFQ4p0M26JkWxNdDPwC6O3uI83scuAmd//HlEYnGRNfjBS9c1tubm4sMajSWdqq+iqD2/oZcrL/6P8kuOpoNYC7v05wWWpp46LFSNGjoWjX+bKysljbaZHWLloMVFZWxtGjR2M3oIresratJwJIvs7gHHfflLBCdDGcdibxonknTpyIXQIjE9dSETlbdfUJaC87/0TJJoND4a0vHcDM5hNcpkLaocRrI0Vv5aliJGkN2kKfgFRI9tv/JcENaC41s33Au8DilEUlrUZ8a6RIJEJ5eTmnTp06o1NbezzKkuzS2i4NkQnJtibaDUw1s05AjruXpTYsaY3qK0YqKChQayTJiGgxUEVFBe7eZvoEpEKyrYm6ArcBg4C86IqMv+GNSFRdl9iOb42kTm2SStFOYRUVFdTW1gIoASQh2UO1J4CXgFKgNnXhSFvTUKe26C08Vb8gZ6u2tjZ2Qcb4TmHRbU8al2wyKHT3b6U0EmnzEju1nTx5MpYsdG9naar4K/KqHuDsJZsMis3sK8Bqzrw20ZGURCVtnu7tLM1R18XhVA/QMpJNBlXAvwDfIWxeGj5flIqgpP1IrF+IHukpMUiUEkB6JJsMvgUMdfdDqQxG2rfGEkN76g3a3ikBpF+yyWA7wVVLRdKiocQQrWPQjXnaltra2lgCiNYBKAGkT7LJIAK8ZmbPcGadQYNNS8Mmqf8FjCQoVvoTd3+xmbFKO5WYGKJXVAVi101Sc9XWKdoMNHqjeEAJIEOSTQaPho+muhd40t3nm1kH4JxmzEMkJtpkMLrjj0Qiseaq0Q5u+fn52plkqWjxT/RMr7a2FjMjJydHrYAyLNkeyA+YWUdggLu/lcw0ZtYFmATcEc6jiqAiWqTFxCeG2traWAe36NlEtOezbumZGe4e6wNQVVVFTU0N7t4mbw7T2iXbA/kLwL8CHYDBZnYF8AN3v6mByS4CPgZ+ZWajgS3AXe5enjDvO4E7Afr379/0byASiu/HEN0JnTr1SVVXtBI6NzeXnJwcJYcUiUQiRCIRqqqqYpW/0aN/nbFlL0vmevRmtgWYDDzr7mPCz0rdfVQD04wj6LV8jbu/bGb3Aifc/e76phkzZoxv2LChqd9BpFHRuobo5Qnir1UfPbvQTqrpokk3cecPQXLWek29Ll26bHH3cWc7n2TP0Wrc/XjCj9pYFtkL7HX3l8P3DwN/28T4RFpEfCU0fNJCqarqk5LLaLFSNDmopdKnRXf80Z1/Tc0ntzVpL3cEa6uSTQbbzGwhkGtmw4BvAC80NIG7HzCzD8zskrCeYQrwxtmFK9Iy6koO8ddOiu7Q4hNEtBiqPezsousjuvOvrq4+4852KvZpe5JNBl8n6H1cCSwFngKSuf/x14ElYUui3cCXmxOkSKoltlKCTyeIxPGiFdOtOUkk7vQjkQg1NTVEIhHt+NuZRpOBmeUC33f3/0WQEJLm7q8BZ12WJZIJ9SWI+E5w0fGioh3hos/RHamZxR7pEo01usOPPtfU1MR2/tHhUdHEph1/+9NoMnD3iJldmY5gRLJddIdeV31CYmVq9LPEnWp8cohvARV9jo5f1844uuOOPkcrxKNH94mvE6eLT0qq3JV4yRYT/dHMHgceAmJNQ919ZUqiEmmFojvYhsQfrUdbOEU/jx8nOr+6pk8clpg8VJErzZFsMugOHCZoXhrlgJKBSBOku6hIJFnJ9kBWxa+ISBuWbA/kX1FHvwJ3/5MWj0hERNIu2WKi1XGvC4E5wP6WD0dERDIh2WKiR+Lfm9kyYH1KIhIRkbRrbn/7YcCAlgxEREQyJ9k6gzLOrDM4APxNSiISEZG0S7aYqHOqAxERkcxJqpjIzK4xs07h68Vm9mMzG5ja0EREJF2SrTP4BXAqvEnN/wbeA36TsqhERCStkk0GNR70g58N3Ovu9wIqOhIRaSOS7WdQZmbfBhYDk8IrmeanLiwREUmnZM8MbiG4l8GfuvsBoB/wLymLSkRE0irZ1kQHgB/HvX8f1RmIiLQZybYmusrMXjGzk2ZWZWYRMzue6uBERCQ9ki0m+hlwK/AO0BH4M+DnqQpKRETSK9kKZNx9p5nlunsE+JWZvZDCuEREJI2STQanwpvav2ZmPwI+BDqlLiwREUmnZIuJisJxv0Zw28v+wLxUBSUiIumVbGui98ysI9DH3b+f7MzNbA9QBkQIOq6Na1aUIiKSUsm2JvoC8BrwZPj+CjN7PMllXO/uVygRiIhkr2SLib4HjAeOAbj7a8Cg1IQkIiLp1pRrEzWnX4EDa81si5ndWdcIZnanmW02s82HDx9uxiJERORsJZsMtpnZQiDXzIaZ2U+BZJqWXuPuY4HpwF+a2aTEEdz9fncf5+7jevTokXzkIiLSYpJNBl8HRhBcn2gZcAL4ZmMTufv+8PkjYBVBUZOIiGSZZFsTnQK+Ez6SEt4MJ8fdy8LX04AfNCtKERFJqQaTQWMthtz9pgYG9wZWmVl0OUvd/ckmRygiIinX2JnBBOADgqKhlwFLdsbuvhsY3fzQREQkXRpLBhcANxBcpG4h8DtgmbtvT3VgIiKSPg1WILt7xN2fdPfbgauAncCzZvb1tEQnIiJp0WgFspkVADMJzg4GAT8BVqY2LBERSafGKpAfAEYCa4Dvu/u2tEQlIiJp1diZQRHBVUovBr4RtgyCoCLZ3b1LCmMTEZE0aTAZuHuyndJERKQV085eRESUDERERMlARERQMhAREZQMREQEJQMREUHJQEREUDIQERGUDEREBCUDEREhydtepsuhQ4dYsmQJBQUFFBYWUlBQQMeOHenYsSPdunWje/fudOnShZwc5TARkZZk7p7pGGLMrNFgcnNz6dq1ayw59OrVi379+sUeF154IX379qVv377k5+enI2wRkYzp0qXLFncfd7bzyaozg5EjR7Js2TIqKirOeJSXl3P06FGOHj3KkSNHYs9Hjhxh586dbNiwgRMnTpwxLzNjwIABDB06lKFDhzJs2DCGDRvG0KFD6devn84uRETiZFUyyMvLY+DAgc2a9sSJE+zbty/2+OCDD9i9eze7du1iyZIlnDx5MjbuOeecw4gRI7j88ssZNWoUI0eOZMSIEXTq1KmlvoqISKuSVcVEY8aM8Q0bNrT4fN2dgwcP8s4777Bz507efPNNtm3bRmlpKceOHQOCM4mhQ4cyevRoxo8fz/jx4xk1apSKmkQkq7VUMVHKk4GZ5QKbgX3uPquhcVOVDOrj7nzwwQeUlpby+uuvU1payquvvsr+/fsBKCwsZMyYMbHkMGHCBM4///y0xSci0pjWlAy+BYwDumRbMqjP3r172bRpU+yxdetWqqurAbjsssuYOHEikyZN4pprrqF79+4ZjlZE2rNWkQzM7ELgAeCfgG+1lmSQqKKigq1bt7Jx40Y2bNjASy+9xOnTpzEzRo0axcSJE5kyZQrXXnsthYWFmQ5XRNqR1pIMHgb+D9AZ+Ou6koGZ3QncCdC/f/8rt2/fnrJ4WkpVVRVbtmxhw4YNPP/887z88stUVlbSsWNHJk6cyNSpU7nhhhsYMmRIpkMVkTYu65OBmc0CZrj7X5jZddSTDOJl65lBY06dOsXGjRtZt24d69evZ9euXQAMHjyYadOmMWvWLK6++mpVRotIi2sNyeD/AEVADVAIdAFWuvvi+qZprckg0e7du1m/fj3r1q3jueeeo6Kigq5du3LjjTcya9YspkyZomasItIisj4ZnLGQNn5m0JDy8nKeeeYZVq9ezZo1azh69CiFhYVcf/31zJo1i+nTp6uFkog0W5vsgdwWderUiVmzZjFr1ixqamp48cUXWb16Nb/73e9Ys2YNOTk5XHvttcydO5fZs2fTo0ePTIcsIq3ARx99xOrVq1tsfu2i01k2cndKS0t5/PHHWblyJTt37iQ3N5frrruOefPmMXPmTLp165bpMEUkixw/fpzVq1fz4IMP8txzz1FbWwvQeoqJktWekkG8aGJYuXIlK1euZM+ePeTn5zNlyhTmzp3LzJkz6dy5c6bDFJEMOH36NE899RQPPfQQa9eupbKykkGDBjF//nzmzZvHhAkTlAzaInfn1VdfZeXKlaxatYq9e/fSsWNHZs6cyYIFC5g8eTJ5eSrdE2nLqqurefbZZ3n44YdZvXo1ZWVl9O7dm7lz5zJ//nzGjRuHmQGtrAI5WUoGZ6qtrWXTpk2sWLGCRx55hGPHjtGrVy/mz5/PggULGD16dGyDEJHWb+vWrRQXF7Ny5UoOHTpE165duemmm5g/fz4TJ04kNzf3U9MoGbQzlZWVrF27luXLl/Pkk09SXV3NpZdeyq233sqXvvQl+vXrl+kQRaQZDh8+zEMPPURJSQmvv/46BQUFzJw5ky9+8YtMnTqVgoKCBqdXMmjHjhw5wqpVq1i+fDkvv/wyZsakSZNYsGABN998s/owiGS5SCTC008/TUlJCb/73e+oqqpizJgxFBUVMW/evCY1HlEyECDo4LZixQqWL1/Ou+++y7nnnsu8efNYvHgx48ePVzGSSBaJ3l9l6dKl7N+/n+7du7NgwQIWL17MyJEjmzVPJQM5g7vz0ksvUVxczKpVqygvL+fiiy9m8eLF3HrrrfTu3TvTIYq0S+Xl5Tz66KOUlJTwhz/8gZycHKZOnUpRURHTp0+nQ4cOZzV/JQOpV1lZGY8++ijFxcW89NJL5ObmMm3aNIqKivj85z+vaySJpJi7s2nTJkpKSnjkkUc4efIkQ4YMoaioiAULFtC3b98WW5aSgSTlnXfeoaSkhGXLlnHgwAF69uwZOy0dPnx4psMTaVMOHDjA8uXLKS4u5p133qFTp07MmTOHoqIirrrqqpQU2yoZSJPU1NSwfv16SkpKeOKJJ6ipqeHKK6+MVVidd955mQ5RpFWqrq7mqaeeori4mLVr1xKJRJgwYQJFRUXcfPPNnHvuuSldvpKBNNuhQ4diRy87duygY8eOzJ49m6KiIq699lpVOoskYceOHRQXF7N8+XIOHTrEBRdcwMKFC1m0aBHDhg1LWxxKBnLWor2dS0pKeOihhzhx4gSDBw9m8eLFLFy4UH0XRBIcP36cRx55hOLiYrZs2UJ+fj4zZsxg8eLFTJkyJSNXB1AykBZ16tQpHn/8cUpKStiwYQM5OTlMmTKFoqIiZsyYcdYtHkRaq9raWp5//nmKi4t5/PHHqaio4LLLLqOoqIhbbrkl45egVzKQlNm9e3esLfS+ffvo0aMHt9xyC7fddhuXXXZZpsMTSYv333+fpUuXsmTJEt577z3OO+885s+fT1FREWPGjMma4lQlA0m5+F6Sq1evprq6mrFjx3Lbbbep0lnapNOnT7N69WpKSkp49tlncXeuv/56Fi9ezKxZs+jYsWOmQ/wUJQNJq8OHD7NixQqKi4vZvn07HTt25KabbuK2227jmmuuIScnJ9MhijSLu7NlyxaWLFkSuyDkgAEDWLRoEQsXLmTgwIGZDrFBSgaSEe7OH//4R4qLi3n44Yc5fvw4gwYNoqioSJXO0qocPHiQ5cuXs2TJEt58800KCwv5whe+wG233cbEiRNbzQGOkoFk3KlTp/jtb39LcXGxKp2lVaiqqk4V9dkAAA9ZSURBVGLNmjUsWbKEdevWEYlEGD9+PIsXL2bOnDmtsuhTyUCyyrvvvsuSJUtYsmTJGZXOixYtYtSoUZkOT9q5rVu3xppQHzlyhD59+nDrrbemvU9AKigZtGGHDx+mpKSExYsX06NHj0yH0ySRSIRnnnmG4uLiWKXziBEjWLBgAV/84hdb9Jos0j4l+/84ePAgDz/8MEuXLqW0tDR2n4BFixYxefLkOm8U0xq1VDJoHYVi7cx9993H3XffzX333ZfpUJosNzeXqVOn8sADD/D2229zzz330KlTJ+6++26GDx/OTTfdxJIlSygrK8t0qNJKlZSUcPfdd1NSUvKpYWVlZSxdupSbb76ZSy65hG9/+9vk5+fz4x//mLfffptf//rX3HDDDW0mEbSklHWXM7NCYANQEC7nYXf/bqqWJ9mnR48efOUrX+ErX/kKu3bt4sEHH2T58uV89atf5Vvf+hYzZ87klltuyVjPzdakNZ8ttrTFixef8VxdXc369etZsWIFa9as4fTp0wwaNIi/+qu/4pZbbuHiiy/OZLitRsqKiSzokdHJ3U+aWT6wEbjL3V+qbxoVEwXa8h8/emnf6H2djx49Ss+ePZkzZw7z5s3js5/9bKtpxZFO9957L3fffTf/8A//wF133ZXpcDLO3Xn55ZdZsWIFq1at4siRI3Tv3p25c+dyyy23tJsbOx0+fJjBgwfvdff+ZzuvtNQZmNk5BMngq+7+cn3jKRm0L1VVVaxbt44VK1bw5JNPUlFRQd++fbn55puZM2dOu/lDJ6MtHyAkK9ofYPny5Tz44IMcO3aMjh07MmPGjNgZZnu7V0f0IMHdz/qPktJkYGa5wBZgKPBzd/+bOsa5E7gToH///ldu3749ZfFI9iorK2PNmjWsWrWKdevWUVVVRf/+/bn55puZO3cuY8eOVWJoh2pra9m8eTOPPvoojz32GB988AG5ublEIhHmzZvHT37yEzp37pzpMDOmNZ4ZdAVWAV939231jaczA4HgypBPPPEEK1as4LnnniMSiTBw4EBmzpzJrFmzuOqqq1TH0IbV1tbyyiuvsGrVKh577DH27dtHhw4dmDx5MrNnz2bChAn89re/bddnSfFaXdNSM/suUO7u/1rfOEoGEi96CjxnzhzKy8t57rnnqKyspFu3btx4443MmjWLyZMn06lTp0yHKmepvLycZ555hieeeIKnnnqKjz/+mA4dOjB16lRmz57NjBkzWmWHsFRryTODVLYm6glUu/sxM+sITAV+mKrlSdsT32qkR48enDx5kt///vesXr2aNWvWsGzZMgoLC7n++uuZOXMm06ZN44ILLshw1JKsvXv38uSTT7JmzRo2bNhAZWUl5513HlOnTmX69OnceOONdOnSJdNhZrWwee2FLTGvVLYmuhx4AMgl6M/woLv/oKFpdGYgyaqurubFF19k9erVPPHEE7z//vsAjBo1iilTpjB16lSuuuqqNnNJjLZQgVxVVcWmTZt4+umnWbt2La+//joAgwcPZsaMGUyfPp0JEya0u0rgs9Hq6gySpWQg8ZLdAbo727dvZ/369axfv54XX3yR6upqOnXqxKRJk5gyZQqf+9znuPjii1ttJXRrbFrq7rz11ls8/fTTPPPMM2zcuJHy8nJyc3MZP34806dPZ/r06a36d8kGLVVnoFo4yVrRnqZAgztAM2PkyJGMHDmSb37zm5SVlfH888/HksOaNWsA6NmzJxMnTuTaa69l0qRJDBs2rNXshBI7WmWj6M7/hRde4IUXXmDjxo3s378fgCFDhnDrrbcyefJkJk6cqPL/LKQzA8laLVE04u68++67/OEPf2DDhg08//zzsR1Ur169uOaaa/jMZz7DuHHjGD16dFbevCRbVVVVUVpayosvvsgLL7zAiy++yOHDh4FP1u3kyZO5/vrrGTBgQIajbbtaXWuiZCgZSKpFk8Pzzz/Phg0b2LRpE++99x4AeXl5jBo1inHjxvGZz3yGMWPGMGTIEDVjJbgA4VtvvcWrr74ae2zbto2qqiogKPe/+uqrufrqq5kwYQJDhgxpNWddrZ2SgUgLOXjwIJs3b2bz5s288sorbNmyhfLycgAKCwsZPnw4o0aNYuTIkYwaNYoRI0bQtWvXDEedOh9//DE7duzgjTfe4M033+SNN96gtLQ0tk46d+7MFVdcwdixYxk7dixXXXUVffr0yXDU7ZeSgUiKRCIRduzYweuvv862bdvYtm0bpaWlsSIQCOofhg4dypAhQ854HjRoUKvo93Ds2DH27NlzxmPnzp288cYbHDp0KDZet27dGD58OJdffjljxozhyiuvZOjQobp+VBZRMhBJI3fnwIEDlJaW8sYbb7Bz50527tzJrl27OHjw4Bnjdu3alb59+37q0bNnT7p160bXrl1jzy1VR+HuVFRUUFZWxokTJzh06BAHDx6MPT766CMOHjzIgQMH2LNnD8eOHTtj+h49enDRRRdx2WWXcemll3LZZZcxfPhwevfureKeLKfWRCJpZGb06dOHPn36MG3atDOGnThxgt27d7Nr1y727NnD/v37Y4/S0lI++ugj6jvoKigoiCWFDh06UFBQEHsuKCggLy+PSCRCbW0tkUiEmpoaIpEIkUgktvOPPmpqaupcRk5ODj179qR379706tWLcePGMXjwYAYNGsSgQYMYOHCgOneJkoHI2erSpQtXXHEFV1xxRZ3Dq6urOXDgAIcPH+bo0aMcO3aMo0ePxl4fO3aM06dPU11dTWVlJZWVlVRVVVFeXk51dTW5ubnk5uaSl5dHfn4+hYWF5OTkUFhYSJcuXTj33HPp0qULnTt3pnPnzpx77rmxnX/v3r3p0aOHbuYijVIyEEmx/Px8+vfvT//+Z91JVCRlVAskIiJKBiIiomQgIiIoGYiICEoGIiKCkoGIiJBlPZDNrAx4K9NxNOJ84FCjY2We4mxZirNlKc6Wc4m7dz7bmWRbP4O3WqJbdSqZ2eZsjxEUZ0tTnC1LcbYcM9vcEvNRMZGIiCgZiIhI9iWD+zMdQBJaQ4ygOFua4mxZirPltEiMWVWBLCIimZFtZwYiIpIBSgYiIpL+ZGBmN5rZW2a208z+to7hBWa2Ihz+spkNykCM/c3sGTPbYWbbzeyuOsa5zsyOm9lr4ePv0x1nGMceMysNY/hUEzML/CRcn6+b2dgMxHhJ3Hp6zcxOmNk3E8bJyPo0s/82s4/MbFvcZ93NbJ2ZvRM+d6tn2tvDcd4xs9szEOe/mNmb4e+6yszqvDFzY9tIGuL8npnti/ttZ9QzbYP7hhTHuCIuvj1m9lo906ZzXda5H0rZ9unuaXsAucAu4CKgA7AVuCxhnL8A/iN8vQBYkc4Yw+X2AcaGrzsDb9cR53XA6nTHVkese4DzGxg+A1gDGHAV8HKG480FDgADs2F9ApOAscC2uM9+BPxt+PpvgR/WMV13YHf43C183S3NcU4D8sLXP6wrzmS2kTTE+T3gr5PYLhrcN6QyxoTh9wB/nwXrss79UKq2z3SfGYwHdrr7bnevApYDsxPGmQ08EL5+GJhiab4Jq7t/6O6vhq/LgB1Av3TG0IJmA7/xwEtAVzPrk8F4pgC73P29DMYQ4+4bgCMJH8dvgw8AN9cx6eeBde5+xN2PAuuAG9MZp7uvdffovS5fAi5M1fKTVc/6TEYy+4YW0VCM4b7mS8CyVCy7KRrYD6Vk+0x3MugHfBD3fi+f3snGxgk39ONAj7REV4ewmGoM8HIdgyeY2VYzW2NmI9Ia2CccWGtmW8zszjqGJ7PO02kB9f/RsmF9AvR29w8h+EMCveoYJ9vW658QnAHWpbFtJB2+FhZn/Xc9xRrZsj4nAgfd/Z16hmdkXSbsh1KyfaY7GdR1hJ/YtjWZcdLCzM4FHgG+6e4nEga/SlDUMRr4KfBouuMLXePuY4HpwF+a2aSE4dm0PjsANwEP1TE4W9ZnsrJpvX4HqAGW1DNKY9tIqv0CGAJcAXxIUAyTKFvW5600fFaQ9nXZyH6o3snq+KzB9ZnuZLAXiL8R7IXA/vrGMbM84Dyad9p5Vswsn+AHWOLuKxOHu/sJdz8Zvn4CyDez89McJu6+P3z+CFhFcLodL5l1ni7TgVfd/WDigGxZn6GD0aK08PmjOsbJivUaVgzOAhZ5WFicKIltJKXc/aC7R9y9FvjPepaf8fUZ7m/mAivqGyfd67Ke/VBKts90J4NXgGFmNjg8SlwAPJ4wzuNAtOZ7PvB0fRt5qoTlhr8Edrj7j+sZ54JoXYaZjSdYl4fTFyWYWScz6xx9TVChuC1htMeB2yxwFXA8eoqZAfUedWXD+owTvw3eDjxWxzhPAdPMrFtY7DEt/CxtzOxG4G+Am9z9VD3jJLONpFRCHdWcepafzL4h1aYCb7r73roGpntdNrAfSs32mY5a8YRa7hkEteK7gO+En/2AYIMGKCQoRtgJbAIuykCM1xKcUr0OvBY+ZgB/Dvx5OM7XgO0ErR5eAq7OQJwXhcvfGsYSXZ/xcRrw83B9lwLj0h1nGMc5BDv38+I+y/j6JEhOHwLVBEdTf0pQR/V74J3wuXs47jjgv+Km/ZNwO90JfDkDce4kKBeObqPRVnh9gSca2kbSHGdxuO29TrAj65MYZ/j+U/uGdMUYfv7r6PYYN24m12V9+6GUbJ+6HIWIiKgHsoiIKBmIiAhKBiIigpKBiIigZCAiIigZiIgISgbSBplZj7jLER9IuHzyCylY3h1m9rGZ/Vfc+5/VM+4zZnbSzMa1dBwiZyMv0wGItDR3P0xwHRzM7HvASXf/1xQvdoW7fy2J2K43s2dTHItIk+nMQNoVMzsZPl9nZs+Z2YNm9raZ/V8zW2Rmm8KblwwJx+tpZo+Y2Svh45okF9XXzJ4Mbyzyo5R9IZEWojMDac9GA8MJLoS4m6Ar//jwjlJfB74J3Av8m7tvNLMBBNd3GZ7EvK8guORwJfCWmf3U3T9oZBqRjFEykPbsFQ8v2mdmu4C14eelwPXh66nAZXH3V+piZp09uNlIQ37v7sfDeb8BDOTM68uLZBUlA2nPKuNe18a9r+WT/0YOMMHdT5/FvCPovyZZTnUGIg1bS3BFVQDM7IoMxiKSMkoGIg37BjAuvGXjGwSX3RZpc3QJa5GzZGZ3ENwnotGmpeH4zwJ/7e6bUxmXSFPozEDk7J0Gpkc7nTXEzJ4huElKdcqjEmkCnRmIiIjODERERMlARERQMhAREZQMREQE+P8/dbKFoYDnmAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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efvnl0cEY60dpWgoCv7q6Ovz617+2f/LJJ7Vms/mKodzgI4bG168+FYABwJ+Yea2iBWmcBEEQEdFEk8m0YfHixXn33XdfYmysdi89azEI/Pbu3YurrrrKZjab1zQ2Nt7DzF1K1ySURURTABzbXbWzrxvNhnGcrwAc23XwJ8y8K6DHkSAIPCLSpaWlrUhNTf2f1atXZ8yYMUPpkoJOy0EAAC6XC4899lj7s88+W2uxWBb5rtMKoQnSWBxgRDTeZDJtX7p06cotW7ZERAhEAr1ejxUrVsRv2rRpfGFh4UdGo/FPRBSaoV2FCDIJggAhoqj09PQ78/LytrzyyitTH3rooSQtXwqKVJMmTcLnn3+eft11191gMplKiWiq0jUJMVwSBAHgPwtYsmTJPVu2bDHOnDlT6ZJEEPU4O5jgOzv4g5wdiHAmQTBMqamp148dO3bLyy+/PO33v/+9nAVEEN/ZQcY111xzo9Fo3OW741OIsCNBMEREpDeZTGtOP/3032/ZssWo5YZS0Te9Xo+77ror/tVXXy0YMWLElwaDYZ7SNQkxWBIEQ0BE6Uaj8b/XXnvt4pdeeilVhoUWM2bMwEcffZQ5YcKEDWlpaTcrXY8QgyFBMEhEVGQymUpWrVp10ooVKxK0dHewGJ7s7Gx89NFH6XPmzLk/MzPzBWk3EOFCgmAQ4uLiLh49evSnmzZtGj1//nwZh0YcJzY2FuvWrUtZvnz5pUaj8UsiMipdkxD9kSAYACKijIyM+ydPnvyPTz/91DhpUl+DAgoBEBFuvfXW+L/+9a/TTCbTDuliKtROgqAfRBRnNBrfXrBgwS3vv/9+enp6utIliTBx7rnn6t59991RY8aM+Xd8fPxCpesRoi8SBCdARKlGo/GrlStX/mDVqlXJ0dFyyVcMzsSJE/Hpp58ap0yZ8mxGRsYKpesRojcSBH0gogyj0bjlsccem3T11VfLfJFiyFJTU/HOO++kTZs2baXRaAzWLFpCDJkEQS+IKNNoNH751FNPTbj44oulUVgMm8FgwKuvvpp6yimn3Oq7E1m6mwnVkCA4BhHlGI3Gr5577rn88847T3sTBwjFREdH44UXXkiZM2fO9SaTaZWEgVALCYIeiCgrMzPz61/96ldjv/e978nvRgScTqfDo48+mnLKKadcbzKZHle6HiEACYJuRGQ0Go1fPPvssyPOPfdc7Nq1C263W+myhMbY7XYcPHgQzz33nP6MM874mclk+r3SNQkhQYDu3kGfP/3002Pnzp0blZ2djezsbAkDEVB2ux3l5eWYMmUK4uLisHr16pRZs2Zdn5GRcZ/StYnIFvFBQERJRqPxi8cff3zcOeec090mIGEgAqlnCMTEeDuh6XQ6/POf/0ydNm3abenp6bcrXKKIYBEdBEQUZTQa337wwQcnLFiw4LjeQRIGIhB6CwG/6OhovPLKK6n5+fl3x8XFXaRQiSLCRXQQGI3Gxy677LKZS5Ys6fNOMQkDMRwnCgG/mJgYvPbaa2kmk2kNEcn4JSLkIjYIkpOTr5w0adLPHnjggcT+1pUwEEMxkBDwS09Px/r1640mk+lfRCTjmIiQisggIKKZJpPp8RdffDE1KmpgvwIJAzEYgwkBv6KiIjz++OM5RqNxMxHJjYwiZCIuCIgoOzMzc9Prr7+ekZycPKhtJQzEQAwlBPwuvPBC/TXXXFNkMpn+HqTyhDhORAUBEcUYjcYP/v73v2fn5Q1telkJA3EiwwkBvxUrViTMnDnz0tTU1GUBLk+IXkVMEJD3jrGXb7vttvFnnXXWsF63hIHoTSBCAPDOZ7BmzZrU7OzsB/V6/RkBLFGIXkVMEKSlpd31/e9///vLli0LyATDEgaip0CFgF98fDzeeOON9MzMzNeJKDcAJQrRp4gIAiI6ecSIEbc/+eSTKYEc50vCQACBDwG/kSNHYu3atZkmk+kdIpIBEEXQaD4IiCjWZDKtX7duXbrBYAj4/iUMIluwQsDv1FNPpcsuuywvLS3tzoDvXAgfzQeB0Wh8+MYbb8wZP3580I4hYRCZgh0Cfvfdd19iWlrarURUELSDiIim6SAgolNycnIuv+GGG2KDfSwJg8gSqhAAvHcer1mzxmgymTbIJSIRDJoNgp6XhHS60Lx3JAwiQyhDwG/69OlYsmTJ2PT09JUhOaCIKJoNApPJ9OjNN9+clZ+fH9LjShhomxIh4Hfvvfcmpqam3kJEhSE9sNA8TQYBEZ2Wk5OzZPny5QHpKjpYEgbapGQIAN2XiDKMRuPrcolIBJLmgsB3SejltWvXpg90HKFgkDDQFqVDwG/69Om44oorctPT0+9RrAihOZoLAqPR+Ngtt9wS8ktCvZEw0Aa1hIDfPffck5iWlnaTDFktAkVTQUBEBUajcXGg7h4OBAmD8Ka2EAAAg8GAZ599NiMzM3Od0rUIbdDUULeZmZlPPfrooxlKXhLqTXZ2NgBg165dmDJlCkLViylQ3G43HA4HOjs7ux8ulwsejwdutxtmsxlRUVHYs2cPdDodoqKiYDAYEBMTA4PBgNjYWMTGxiKQd3WHghpDwG/GjBmYPn36OJ1ON8/tdn+sdD0ivBEzK11DQBDRyaeddtr7mzdvzlC6lr7U19ejvr5e1WHgdrvR3NyMpqYmtLa2oqOjA1FRUYiLi0NMTEz3Q6/Xd3/oezwelJWVobi4uDscurq60NnZia6uLnR0dHTvJz4+HklJSUhNTUV8fLxqw0HNIeB34MABXHDBBXvNZnMRa+WNLBShmTOCzMzMZx5++GHVhgCgzjMDZkZbWxusViuOHDkCj8eD5ORkpKSkICsra8Df5HU6HRITTzzZm9vtRltbG5qbm1FRUYH29nbEx8cjIyMDGRkZiI7uc8bQkAqHEACAcePG4eyzz8554403FgLYoHQ9Inxp4oxAp9Odc/75569/6aWX0pSuZSDUcGbQ1taGhoYG2Gw2xMbGwmQyIT09fcgfxtu2bcOsWbMGtY0/hBobG2G1WhEdHQ2TyYTMzEzFfi/hEgJ+9fX1mDNnzmGz2TyemV1K1yPCU9gHARFFmUymPR9++OHEsWPHKl3OgCkRBh6PBxaLBXV1dYiKikJ2djYyMjICcvyhBMGxHA4HzGYzzGYzUlJSMGLEiH7PMgIp3ELA7957721du3btipaWlqeVrkWEp7APgri4uMsXL17811WrVqUoXctghSoMXC4X6urqUF9fj4yMDOTk5CAuLrAdqwIRBH7MDJvNhtraWng8HuTm5iI1NTWo7QnhGgIA0NTUhJNPPrnebDbnM7ND6XpE+FFX95pBIqLopKSkP9x3331hFwJA8LuWut1uHD58GDt27ADg7WmSn58f8BAINCJCRkYGpkyZgvHjx6Ourg47d+7EkSNHgnK8cA4BAEhJScHy5ctT0tLSVihdiwhPYR0ESUlJy3/yk5+km0wmpUsZsmCEATOjoaEB27dvh06nw4wZMzB69GhVNE4PVkJCAoqKijBx4kTU1dVh165daG9vD9j+wz0E/K6//vq42NjYG4goLNrJhLqEbRAQUUx8fPxdt9xyS4LStQxXIMOgpaUFJSUlaG5uxvTp0zFq1KiwDIBjxcfHo6ioCKNHj8bevXtx4MCBYf+utBICABAbG4uVK1emGo3GXyldiwg/YRsEcXFxS5csWZKYnJysdCkBMdww8Hg8OHToEMrLyzFx4kRMmDBBNd0xAyk1NRUnnXQS4uLisGPHDjQ1NQ1pP1oKAb8lS5ZE6/X6y4ko6PNvCG0JyyAgIkpKSrp72bJloetSEgJDDYPW1laUlJRAp9Nh2rRpSEgI+5OkEyIijBgxAsXFxaioqEB5efmgfl9aDAHAO/TET37yk4T4+PifKl2LCC9hGQQATp85c2a6/wYtLRlsGNTX12Pfvn2YOHEicnNzobbhNYIpLi4OU6dORWxsLHbu3ImOjo5+t9FqCPhde+21CYmJiXeSWm/ZFqoUlp8a2dnZv73jjjtUfRfxcAwkDDweD/bv34/GxkZMmzYtpP3t1YSIMGrUKIwbNw67du2CzWbrc12thwAAmEwmzJ49OxXAXKVrEeEj7IKAiEampqZOmTFjhtKlBNWJwsDpdOLbb79FXFwcioqKoNdrZqSQIUtJScG0adNQWVmJmpqa456PhBDwu+2229Kzs7PvV7oOET7CLgjS09N/+ctf/jIiusj1FgYdHR349ttvMWrUKIwePVq1g7YpwWAwYOrUqbDb7Th48CD8N0tGUggAwLRp05CcnDyJiLR37VQERVgFARFF6fX6n1166aUR8xW4Zxi0tLRg165dGD9+PIxGo9KlqVJUVBSKiorgdruxb98+HDlyJKJCwG/ZsmWpqampy5SuQ4SHsAoCAOecffbZcVrvFXOs7OxspKenY8eOHSgoKEBKSljeSB0yRITx48eDmVFaWorJkydHVAgAwKJFi6INBsPVRBRu73GhgLD6I8nJyVm5bNmyVKXrCLWOjg6YzWbk5ubi4MGDMtPZAPjnU8jMzERlZSXCfUytwUpKSsLcuXPjAZyldC1C/cImCIgoLT4+vmjq1KlKlxJSXV1d2L17NyZOnIixY8fKtJcD4G8TmDp1KiZMmAAiwqFDh5QuK+Suu+66tJycnNuVrkOoX9gEQXR09PxFixZF1DUhj8eD0tJS5Ofnw38HtcyBfGLHNgz7LxM5HA7U1dUpXV5IzZw5E8w8i4gipk1NDE3YBIHJZLrqoosuile6jlBhZuzbtw+ZmZlIT08/6jkJg9711TuIiFBYWIi6ujrY7XYFKwwtIsKcOXN0AM5QuhahbmERBERkADCluLhY6VJCprq6GjqdDiNHjuz1eQmDo/XXRVSn06G4uBjffffdgO5A1opFixalZ2VlXaF0HULdwiIIAHzv+9//fnSk9Jlvbm6GxWLB+PHjT7iehIHXQO8TiImJwYQJE7B3796IaTyeM2cOmHm+0nUIdQuLIMjOzv7pwoULI+ImMpfLhf3792PSpEkDGjco0sNgsDeLpaamIjU1FYcPHw5BdcqLjY3FxIkTDURUoHQtQr1UHwRERB6P5wdnnBEZlznLy8sxevToQc0iFqlhMNQ7hseMGQO73T7kIazDzWWXXZaekpKyWOk6hHqpPggAFE+ePDnaYDAoXUfQHTlyBE6nE1lZWYPeNtLCYDjDRhARCgoKUF5eDo/HE6QK1eP888/XxcbGLlW6DqFeqg+CtLS0yxYvXqzZkUb93G43Dhw4gAkTJgx5H5ESBoEYOyguLg5GoxFVVVUBrk59TCYT0tLSjEQk45KIXqk+CAwGw+LzzjtP9XUOV2VlJbKyshAbO7zJpbQeBoEcQG706NGwWq1wOBwBqk69Fi5cmGgwGBYoXYdQJ1V/wBKRyWg0pqWlabuduLOzE42NjX12FR0srYZBoEcRjYqKQl5enibuOu7s7DzhXAwLFiyIMxqNMnOZ6JXa7zg8ec6cOZofLezw4cMYM2ZMQGcX88/etmvXLkyZMiXsJ7AP1lDS6enpqKqqQmtra1hP7nPvvfdiz549MBqNKCoqQmFhIfLy8jBlyhQAQGFhIVwuV6HCZQqVUvUZQXp6+vdOO+00bcxO34f29na0trYGZVhprZwZBHs+AS2cFUyePLl7SJK1a9fipptuwoIFC7B+/XoA3gbyzMxMnbQTiN6o+owgNjZ27rRp05QuI6gqKysxduzYoE0wE+5nBqGYVCY5ORlEhObm5u4xndTObrejrKwMZWVlKC0txYEDB0BEiIuLg8ViATMjKSkJhYX/dxIwe/bsmN27d88A8IFylQs1UnUQuN3usWPGjFG6jKDp6upCW1sbgt0GEq5hEMqZxUaPHo3q6moUFRUF9ThDwcwwm80oLS3tflRXVx+1TlRUFDIzM9HU1ITc3FxMmDABDz74IHJycrrXOe2001JeffXVMyBBII6h2iAgosypU6fqtDysRE1NDUaOHBmS6SbDLQxCPb1kcnIyDhw4gI6OjmH33BouZkZlZeVRH/xWq/WodWJiYlBQUICioiJMnjwZBQUFWL58OVJTU3HSSSfhzjvvPK7NY9q0aUhISDgrhC9FhAnVBgGAmbNnz9ZsQ7HH44HVasXMmTNDdsxwCQMl5hgmIrzUwH8AACAASURBVIwcORI1NTUYN25cSI7p53K5cODAgaM++FtbW49aJzExEcXFxSgqKkJxcTHGjx8Pvf7ot+8ll1yCzs5OLFy4sNf/t/n5+XC5XCcewEpEJNUGQWpq6pmnnXaaZudkbGxsRHp6ekB7Cg2E2sNAyYnmTSYTKisrkZ+fH9SztM7OTuzduxelpaXYvXs39u3bh87OzqPWycjIQHFxcfdjzJgx/db0wx/+8ITPR0VFwWQy6Ykog5kbh/1ChGaoNgji4+PnTp8+XekygqahoQFjx45V5NhqDQMlQwDwflCmpKTgyJEjx80BMRwtLS3djbqlpaUoLy8/rhfXyJEjMXny5O5v/VlZWUEJo1NPPdVQWlo6A8CHAd+5CFuqDQKXyzVOqQ/KYHM6nejs7FS037rawkDpEPDLyspCbW3tsILAYrGgrKwMu3fvRmlpKSorK496nogwbty4o77xp6aGZiru2bNnp2zYsOF0SBCIHlQZBERkmjJlSpRWG4qtVitMJpPSZagmDNQSAoC30Xj//v3weDwDumzHzKiurkZpaWn3t/6Ghoaj1omOjsbEiRNRXFyMyZMno7CwEPHxyky2N336dEpMTJwH4H5FChCqpMogAFAwdepUdVyvCILGxkbk5eUpXQYA5cNATSEAeL+tp6amoqmpqdduvW63GwcPHuy+zFNWVnbccNbx8fHdjbrFxcWYMGECoqOjQ/USTmjcuHFwuVz5Stch1EWtQZCTm5s78AH5w4jH44HD4VDsG2FvlAoDtYWAX3p6OhobG5GWlobOzk7s37+/+4N/7969xw1Sl5aW1n1tf/LkyRg7dmzIOwEMVFRUFPR6vTpSSaiGKoMgNjZ21KhRo9TzSRlAzc3NSElJCcm9A4MR6jBQawi0trbiu+++w+bNm9HW1obvvvsOLpfrqHVGjBhxVFfOnJwc1f3/PJHY2FgdERmYuUvpWoQ6qDIIUlNTJ/g/mLTGbreHrGFwsEIVBmoKAZvN1t2oW1paisOHD4OZ0draioSEhO4RSns27AayR5ESsrKy+ODBg1kAtD8ZgxgQVQaBTqcbO5RZusJBS0vLkGYgC5Vgh4GSIcDMqK2tPaorZ11d3VHr6PV6TJgwAZmZmZgxYwZOPfXUsB6VtDejRo3SARgBCQLho8og8Hg8I3qOkaIVzKyKIQz6E6wwCHUIeDweVFRUdH/jLysrw5EjR45aJy4uDoWFhd19+CdMmICYmBhYLBa0tbVpLgQAIDc3NwaA9t5gYsjUGgRp4X763ZvOzk7ExMSExfXkQIdBKELA6XR2N+z6R+Zsb28/ap2UlJTuRt3i4mLk5eX1+tqSkpKOO1vQitGjRyfodLoRStch1EOVQaDT6Qzh8GE5WO3t7UhISFC6jAELVBgEKwTa29uxZ8+e7ss8+/fvh9PpPGqdrKyso67vD3SQv5iYGHR1abMtNTs7mzIyMoY+ObbQHNUFARHFjBs3TpP3EDgcDsTFhVev2OGGQSBDwG63HzUw28GDB8HMR60zZsyYoz74hzrhjz8sBnpjWTjJzs5GdHS0Om5kEaqguiAAkJ2VlcX9rxZ+HA4HMjIylC5j0IYaBsMJAWZGQ0ND94f+7t27UVtbe9Q6Op0OEyZM6O7KWVRUhKSkpEEd50RiY2PR2dkZduHdn6ysLDBzYCbIFpqgyiAYNWqUtr6C+YRDQ3FfBhsGgw0BZsbhw4eP+uA/djL2mJgYFBYWdn/bLygoCOrvMzY2Fh0dHZoLApPJBJfLpfwYJ0I11BgE8UlJSZq8NORyuVQz1MBQDDQMBhICLpcL3333XXdXzrKysl7H4Pc36hYXFyM/P/+4MfiDKTo6+rg2By3Q6/UgIk2+x8TQ9PuuIqJsAI8DOBlAJ4AKACsBrPOtkgugyfewMvMPjtl+DYAFAMzMPLnH8ukAngEQC8AFYDkzfw1AHx0drckzApfLpfgon8PVXxj0FQIOhwP79u3r7sq5f//+48bgN5lMR43Rk5ubq2gPq+jo6OPuKtYK6vGLDcB7PBXAcwAmA2AAv2DmLUF+CSKAThgEvj+WNwGsY+YlvmXTASQz83Tfz2sBvMPMG/rYzVoATwJ4/pjlfwJwPzO/T0TzfT+fBUCv1+u112XIRwu9ofoKg54h0NHRge3bt3d/2y8vL4fH4zlqP6NHjz6qK2dmZmbIX8uJ6PX648YV0gr/32GA3uNPANjMzIuIyABAk8PDaFl/ZwTzADiZ+Rn/AmYuGcwBmPkzIhrb21MAkn3/TgHgbwnU7BmBlhwbBm63G5s2bYLNZsPq1atRVXX0TatRUVHHNeyqdagNP51Od9wEMhri/0YyrPc4ESUDmAPg575tuwBos9+thvUXBJMBfBOkY98C4F9E9AiAKACn+2uSIAgP/jD4+uuvUVVVhVdeeaW7q6XBYEBBQUH3ZZ7CwsKwa3TVwtlbX3pcGhruezwfgAXAP4homm9fNzNz2zBLFCGkZGPxMgC3MvPrRLQYwGoAPwBAjY2Nhm3btilYWnC0t7dDa6/L7Xajs7MTRqMRZ555JvR6PfLz8zF69OjuS0ZutxulpaUKVzp4LpcLbrf7uN5LWqDT6QJ1Z6MewAwANzLzV0T0BIC7ANwXoP2LEOgvCEoBLArSsX8G4Gbfv1+Dt7EJAFwpKSkds2bN0twgL9u2bcOsWbOULiNg/G0Cs2fPxo4dOzB//nxVTHsZKI2NjWhqakJ+vvbmcXG5XP4uWsN9j1cDqGbmr3w/b4A3CEQY6e8SzEcAYojoGv8CIjqZiOYG4Ni1APz7+T6A73z/djmdTk/vmwi1OLZ3kF6vR3Z2Nnbt2qWZ6+pavKvYr8cd2cN6jzNzPYAqIirwLTobQFkgaxXBd8K/cvb+tVwK4BwiOkBEpQB+g/9r2O0XEb0MYAuAAiKqJqKrfU9dA+BRItoJ4CEA1/qWu5xOpybvLAZw3JAI4aivLqLZ2dmaCoNwv+/jRHzv7YC8xwHcCOBFIvoWwHR4388ijPTbRsDMtQAWn+D5n/ez/dI+ln8OYGYvTzm1ekag0+ng8XjC+tJJfzeLKT0HciA5nU7FJ84Jou5vJAF4j5cA0M41zwikxvPezvb2dk0GgV6vD+s7VQc6bIRWzgycTqcmzwg8Hg+YWZPvMTE0agyChtra2vD99DgB/9g14WiwYwdpIQz880dojc1mg06n015XKDFkagyCurq6Ok124I6LiwvLO1WHOopouIdBOA4bPhB1dXWIiooaTBuA0DjVBQEzt7e1tWnytDUcg2C48wmEaxgws2Z7DTU0NMDlch1Sug6hHqr8K3e5XE4t9K45Vlxc3HFTJ6pZoCaVCccwcDqdMBgMSpcRFPX19bDb7eVK1yHUQ5VBEBUV1dTU1KR0GQEXTmcEgZ5eMtzCoKWlJaCT3KhJdXV1e2dnZ7XSdQj1UGsQ1NbX1ytdRsAREQwGw3HDL6tNsOYYDqcwaG5u1mwQVFZWdgCoU7oOoR6qDAKPx3O4oaFB6TKCIikpCS0tLUqX0adghYBfuIRBS0sLkpOT+18xDFVXV7swuBvGhMapMgiam5vLtXhGAAApKSlQ62WvYIeAn9rDwOPxaLbrKODtNQQ5IxA9qDII2traKmtqasKzw30/UlNTceTIEaXLOE6oQsBPzWHQ3Nys2bMBAGhvb2dm1uT7SwyNKoMAQF1lZWV4tKoOkk6nQ3R0tKpuLAt1CPipNQwaGxuRkZGhdBlBwcxwhvPt7SIo1BoE5aWlpZr9Y83IyEBjY6PSZQBQLgT81BgGdrtd9bOnDVVVVRX0en2N0nUIdVFrENRUVVWxFu8lAACj0QiLxaJ0GYqHgJ+awqCtrQ0GgwF6vZJzNgVPSUkJOjo6/qN0HUJdVBkEzMxEVO1r1NKc2NhYAFD08pBaQsBPLWHQ0NCArKwsxY4fbF9//XWLzWb7TOk6hLqoMggAwOl0fl5SMuA5tMNOVlYWlOoiq7YQ8FM6DJhZ0+0DAPDf//7XgeDNQy7ClGqDwGq1fvr111+39r9meDKZTLBYLCGfqEatIeCnZBgcOXIEycnJYT2HwokwM2pqajy++QeE6KbaIADwzZYtW8JnYJ5B0uv1SElJCWmjsdpDwE+pMKiursaoUaNCdrxQq6mpgU6nq1K6DqE+ag6CqsrKSm22FvuMHDkS1dWhGfIlXELAL9Rh0NbWBgBISEgI+rGUUlJSgq6uLmkfEMdRbRD4ugxpcswhv/j4eOj1+qAPORFuIeAXyjCoqqrS9NkA4G0otlqt0mNIHEe1QQAAbrdb0w3GAJCbm4tDh4I3NHy4hoBfKMKgvb0d7e3tSEtLC8r+1UIaikVfVB0EZrP5k61bt7YpXUcwJScnIyoqCna7PeD7DvcQ8At2GFRUVCAvLw9EmpwYD4C3obiqqooByM1k4jiqDgIAWz/99FPNNhj75eXl4dChQwHtQaSVEPALVhi0tLTA6XRq/mzg8OHDiIqKOqzZuzTFsKg6CJi5qrKy0uFvyNOqhIQExMfHw2w2B2R/WgsBv0CHATPjwIEDyM/PD0B16rZ58+au5ubml5SuQ6iTqoMAAJj5rY8//ljpMoIuPz8flZWVGO54YFoNAb9AhkF9fT0SEhI0OwFNT6+++mpTW1vbm0rXIdRJ9UFgsVhe3rBhgzpGaAui6OjoYTccaz0E/AIRBl1dXaiurkZeXl6Aq1Of5uZm1NTUtDJzpdK1CHVSfRAA+HrLli1uj8ejdB1Bl5mZiY6OjiHNVxApIeA3nDBgZpSXl2Ps2LGaHVyup3//+9/scrneULoOoV6qDwJmdut0ui3ffKP9Xm9EhIKCApSXlw/qElGkhYDfUMOgvr4eUVFRMJlMQaxOPV577bXGxsbGV5SuQ6iX6oMAAGpra9du3LhRvRP9BlBMTAzy8vKwd+/eAfUiitQQ8BtsGLS3t6OmpgYTJkwIQXXKc7lc2LZtmxvAdqVrEeoVFkEA4MN3331XPVN6BZnRaERsbGy/w09Eegj4DTQMXC4X9uzZg4KCAs0OLHesr776Cjqd7j/MrP1rq2LIwiIImLmts7PzUEVFhdKlhMy4cePQ2NjY56B0EgJH6y8MmBl79+7FqFGjIqKXkN/GjRub6urq1ipdh1C3sAgCALDb7c+/8847nUrXESpRUVEoLi7GoUOH0Np69GjcEgK9O1EYHDx4EAkJCZqedKY3mzdv7gLwkdJ1CHULmyBwOBxvrl+/vlnpOkIpOjoakyZNwp49e7pnM5MQOLHewqCmpgYdHR0YO3asssWF2L59++Byub5jZofStQh1C5sgYOZas9lcE0mXhwDvXccFBQXYvXs3zGazhMAA9AyDmpoaNDY2YtKkSZoeS6g3q1evbjabzX9Wug6hfmETBABgs9n++Nxzz0VE76GekpOTkZ2djb1796KgoEBCYACys7MRFxeHQ4cOobCwEFFRYfWnPmxdXV146623HG63+y2laxHqF1bvDqfT+eaGDRscwx2GIdzY7XbU19ejsLAQ+/btg8MhZ/r9qampgcPhQH5+PsrKyhSZA1lJ7733nsfj8bzOzJH1ZhFDElZBwMydHo9n07/+9a+IGUGxZ5tAZmZm92WiYE9mE66YGYcOHYLdbsfUqVMxYsQIxeZAVtJf/vKXRovFIpeFxICEVRAAgNlsfnTVqlWaH3sI6L1hOCkpCZMnT8a+fftCOt9xOHC73f4GUhQVFXVfDlJqDmSlVFRUoLq6upaZy5WuRYSHsAsCZt57+PDhqvJybf+Nn6h3UFxcHKZOnYrq6uqAz2MQrjo6OrBz504kJSVh/PjxxzUMR1IYrFq1qslqtT6gdB0ifIRdEACAxWL59eOPPx74Kb1UYiBdRA0GA6ZOnQpmxq5du9DV1RXiKtXDZrNh165dGDduHEaOHNln76BICIOWlha88847bW63e6PStYjwEZZB4PF43v3Xv/7V2tTUpHQpATeY+wSICPn5+RgxYgR27twJq9UaoirVweVyYf/+/aiursa0adOQkpLS7zZaD4MXXnihs7Oz82lm1t6LE0ETlkHAzJ7Ozs6/rFu3TlPjDw31ZjGj0Yhp06ahoaEBe/bsGfbkNuHgyJEjKCkpQVJSEqZMmQKDwTDgbbUaBh6PB3/961+bm5qanlK6FhFewjIIAKC5ufmZZ555pkUrl0SGe8ewwWBAcXExMjIyUFJSgpqaGmhxDoeOjg6UlZWhuroakydPRk5OzpBuFNNiGGzevNnT2dn5ITMPfkILEdHCNgiYubmzs3PtmjVrwn78oUAOG5GZmYmTTjoJXV1d2LFjB2w2myYak10uFyoqKrB7925kZ2djypQpiI2NHdY+tRQGbrcb9957r81sNt+ldC0i/IRtEABAY2PjA3/+85+bjh2ULZwEY+wgvV6PvLw8FBUVoaGhASUlJWhsbAzLQHA6naioqMCOHTug1+sxY8YMpKenB2z/WgmD9evXO1taWt5g5iqlaxHhJ6yDgJlbOjo6Hn7iiSfalK5lKII9gFxcXBwmTZqEwsJCWK1W7NixA/X19WHxgedwOHDgwAGUlJQgOjoaM2fOxKhRo4IyVES4h0FnZyd+97vf2S0Wy91K1yLCU1gHAQA0NTWtWrdunT3cbq4K5SiicXFxKCgoQFFRERwOB7Zv347y8nK0takrP91uNywWC3bu3Il9+/YhKSkJM2fOxMiRI4M+VlA4h8Gzzz7b4XA4/sbM4fUmEKpB4Xi54Fjx8fE/Xbp06V8ee+yxZKVrGQilh5L2eDyw2Wyor69HR0cH0tPTYTKZkJiYOOQROrdt24ZZs2YNeju32w2bzQaLxYK2tjakp6cjJycH8fHxQ6pjuOrr61FfX48pU6aExSxmzc3NOPnkk+sbGhrGM7O6kl2EDb3SBQSCw+F44e233/7VLbfckpybm6t0OSekdAgA3klvjEYjjEYj3G43GhsbUVVVhba2NsTHxyM1NRWpqamIi4sL+Ddxl8uF5uZmNDU1wW63w+PxIC0tDaNHjx5WEAVKdnY2AGDXrl1hEQaPPfZYq8Ph+L2EgBgOTZwRAEB0dPT8Cy+88IV169alKV1LX9QQAifCzGhvb4fdbofdbofD4QARIT4+HvHx8YiJiel+6PV66HQ6REVFgYiwdetWzJw5Ex6PB263G11dXejs7ERXVxc6OjrQ1taGjo4O6PV6JCYmdodNdHS00i+7V+FwZmA2m3HmmWdWmc3mcTLKqBgOzQQBEVFmZuaOjRs3TisqKlK6nOOoPQT64na70d7ejvb29u4P987OTrhcLng8Hng8nu4ASUhI6A4Hg8GAmJgYGAwGxMbGIiEhATExMYp/4x8MtYfBTTfd1PTqq68uczgcLytdiwhvmgkCACCi084888x33nnnnQyla+kpXENgMIbaRqB2ag2DiooKnHvuud+ZzeZCZtbenYMipMK+11BPzPzlvn37vnzrrbdcStfiFwkhoGVq7E3EzLjmmmtsVqv1agkBEQiaCgIAsFgsP1uxYoVVDQOwSQhog9rCYPXq1Z0VFRVvud3u/yhdi9AGzQUBMzc2NTUtX758uaLjrUgIaItawuDw4cP44x//aLZYLL9UrAihOZoLAgBwOBxv7tix479vvvmmIpeIJAS0SekwYGZcffXVNpvNdjkzt4e8AKFZmgwCALBYLD+96667Qn6JSEJA25QMg+eee67z8OHDG10u1+chPbDQPM0GATPbmpqall1//fUhu0QkIRAZlAiDiooKPPzwww0Wi+XGkBxQRBTNBgEAOByOjTt37vz8jTfeCPolIgmByBLKMPB4PPjFL35hM5vNcklIBIWmgwDw9iJauXKl1WKxBO0YEgKRKVRh8Oyzz3ZUVla+zsxfBO0gIqJpPgiY+UhTU9N11157rT0YN89JCES2YIfBwYMH8cgjj5itVuvNAd+5ED6aDwIAcDgcm3bt2vXmww8/HNCBuSQEBBC8MGhubsaiRYsaLRbLpczsCNiOhThGRAQBAFit1mv//ve/l7333nsBaS+QEBA9BToM3G43rrzyyiNms/kmZt4egBKF6FPEBAEzu6xW6/k333xz3Z49e4a1LwkB0ZtAhsGvfvWr1rKysnUtLS0vBag8IfoUMUEAeLuUWiyW8y+77DKrzWYb0j4kBMSJBCIMXn31Vef69eu3Wa3W/wlweUL0KqKCAACYucxsNl+9ePHiI07n4IZwlxAQAzGcMNixYwfuvvvuSqvVerEMKCdCJeKCAPA2Hh88ePAv//M//9M80G0kBMRgDCUM6uvrccUVV5itVus5zNwS5BKF6BaRQQAANpvtN++9995/1qxZ09nfuhICYigGEwYdHR1YuHChzWKxLGXmQyEqUQgAERwEzMxWq/XHDz300KEvvviizxsMJATEcAwkDJgZ1113nb2mpubBrq6uj0JcohCRGwQAwMwOq9X6g5///Oc1JSUlxz0vISAC4URhwMxYsWJFyxdffPGm3W5/XKESRYSL6CAAAGausVgscxYvXlxbWlravVxCQARSX2Hw61//uvXNN998z2q1/j/W0ryxIqxEfBAAADMfMpvN8xYuXFi/b98+CQERFMeGwe9///u2l1566SOr1Xq59BASSpIg8GHm/fX19T+49NJLrZ988omEgAgKfxjcd9997tWrV39htVoXSggIpUkQ9MDMpbW1tWfffffdlkOHpOOGCI5169a1vf76659ardYFzKzILHpC9CRBcAxm/ra2tvasH/7wh/W7d+9WuhyhIcyM3/zmN63PPvvsRw0NDecx8+DuaBQiSCQIesHMZQ0NDXN+9KMf1fbWm0iIwWJmrFy5suWFF15432q1XipnAkJNJAj6wMzfmc3mM3/84x9Xf/rpp3INVwyZ0+nEDTfc0Lxhw4a3rFbrEmYO7WTHQvRDguAEmPmQxWI55eqrry7729/+1iG9+8Rg2Ww2nH/++Uc2b978uNVq/ak0DAs1kiDoBzPXWa3Wkx9++OHNy5Yta+rq6lK6JBEm9uzZg7lz51pLS0t/3tjY+Gu5T0ColQTBADBzh9Vq/dEHH3zwp3PPPddmtVqVLkmo3Lvvvuu6+OKLq6qqquY6HI5NStcjxIlIEAwQM3NjY+NDe/bsuXLu3LnWXbt2KV2SUCFmxh/+8If2m2++eYfFYpnOzGVK1yREfyQIBqmjo+P9mpqaMy699NLDGzdulJ4folt7ezuWLl1qX7169Xqr1Xo6Mw9t9iMhQkyCYAiYeb/Vap1+++23b33ggQdaPR5p/4t01dXVmDdvnm3Lli13m83mX0j3UBFOJAiGiJntVqv1e88///wL8+fPP1JTU6N0SUIhb731luvss8+uLy8vv9hutz+tdD1CDJYEwTAws9tsNi/75ptvfjxv3rza559/vks6hkSOxsZGLFmy5Mgdd9zxQUNDw2SXy/WF0jUJMRQSBAHQ1dX1b7PZXPjAAw+8fuGFFx6pra1VuiQRZJs2bXKdccYZDZ9++uk1DQ0NFzJzo9I1CTFUEgQBwswtZrP58q1bty4+66yzal944QU5O9Agm82GpUuX2m+//fYP6+vri9vb219XuiYhhkuCIMC6urr+12w2F/72t799Y8GCBUfq6uqULkkEyNtvv+06/fTTGz755JNrGxoa5stZgNAKCYIgYOaWhoaGpV999dWSuXPn1r744otydhDGbDYbLr/8cvttt9327/r6+snt7e2vKV2TEIEkQRBETqfzA7PZPOn+++9/Y+7cudatW7cqXZIYhM7OTqxatapj9uzZ9R9//PF1ZrP5fGaW28qF5uiVLkDrmLkZwFIiKr7yyiufLigoKH744YfTCwoKlC5N9MHtduPll192PvTQQ3aHw/H0kSNH/sjM7UrXJUSwSBCECDOXAphDRGdcdNFFT59xxhmjHnjggbRRo0YpXZrwYWZs3rzZc/fdd9taW1s3WCyWe+TuYBEJSK5dhx4RkV6vvzAtLW3VJZdckrFy5crk9PR0pcsalm3btmHWrFlKlzFkW7ZswR133GG1WCyfNDQ03MrM1UrXJESoSBAoiIh08fHxP01MTHzwqquuSr3pppviExISlC5rSMI1CEpLS7FixYrG8vLyXQ0NDcuYea/SNQkRahIEKkBEMampqTcbDIbbLrvssoTly5cn5uTkKF3WoIRTEDAzPvvsM/zpT3+ylpeXVzY0NNzAzF8qXZcQSpEgUBEiMsTGxi5NTk6+56STTspYsWJF+syZM5Uua0DCIQgcDgfWr1/vfOKJJ+zt7e2fNzQ03M/MO5WuSwilSRCoEBERgNnZ2dm/TU5Onrp8+fLURYsWRScmJipdWp/UHAT79u3D3/72t6Z3333X4XQ619hstseZ2aJ0XUKohQSByhFRTlpa2rLo6OhfzJ07N3758uVp06dPhzcr1ENtQdDe3o6NGze6n3rqKVtjY+MBs9n8B4/H864MDy3E8SQIwgQRRQGYl5OTc5fBYJi2YMGC2EsuuSRp5syZiIpS/r5ANQSB3W7Hhx9+yK+99pq1pKTE6XK5XrDZbE8yc5WihQmhchIEYYiIEgD8YMSIEVe53e7Zs2fP1i1atChj3rx5UKrXkVJBUFFRgbfffrtzw4YNTfX19c1Op3ODzWZ7BcC3Mlm8EAMjQRDmfGcKp5hMpiuI6OK8vLy4xYsXp82fP18fyp5HoQoCt9uNb775Bhs3bmx59913O7q6ug7Z7fZ1DodjIzPL+N9CDIEEgcYQUX5SUtLChISEK+Pi4nJmzJgRdcYZZ6SedNJJuqKiIsTExATluMEKAovFgpKSEmzdurX9v//9b+t3333HUVFRW+rq6tYC+F9mbgv4QYWIMBIEGkZEcQCmxsbGnpqRkXG2y+WaGh8fn3DSSSfR6aefnjpjxgx9UVERYmNjh32sQASB2Ww+6kP/4MGDDKDB4/F80dDQ8DGAbwAckks+QgSWBEGEIaJYAFNjYmJOMRqNZ7tcrulxelVOfQAAApJJREFUcXEJubm5PHr0aF1ubm78yJEj43JycpCVlYXs7Gykp6f32yDdXxB0dnaioaEB9fX1/oe7srKyrbKysrO6uppra2tBRHVut/sLs9ns/9CvkA99IYJPgkCAiGIAjASQAyAnNjZ2dEpKyni9Xj+WmUe4XK4MvV4fHRcXpzMajZ6YmBiKjo6GXq9HdHQ06fV6cjgciTqdrsXpdLLL5YLT6eSWlhay2WzkdDqdzOzQ6/UNAKo7OjoO2Gy2A8xcB8D/aJAPfSGUIUEgBoyIDABMAAzwjlzrf0QD8ABwAXD6/usC0AbAxsweRQoWQgyIBIEQQkQ45e9EEkIIoSgJAiGEiHASBEIIEeEkCIQQIsJJEAghRISTIBBCiAgnQSCEEBFOgkAIISKcBIHoRkTZRPQKER0gojIieo+IphFRie9hI6JDvn//by/bryEiMxHtPmb5w0S0l4i+JaI3iSg1dK9KCNEfubNYAOieJ/m/ANYx8zO+ZdMBJDHzf3w/rwXwDjNv6GMfcwC0AniemSf3WH4ugI+Y2UVEfwQAZr4zmK9HCDFwckYg/OYBcPpDAACYucQfAgPBzJ8BsPWy/IMecwV/CWDUcIsVQgSOBIHwmwzv0M/B9gsA74fgOEKIAZIgECFDRPfAOyrpi0rXIoT4PxIEwq8UwMxg7ZyIfgZgAYArZN4BIdRFgkD4fQQghoiu8S8gopOJaO5wd0xE5wO4E8DFzNw+3P0JIQJLgkAAAHzf0i8FcI6v+2gpgN8AqB3oPojoZQBbABQQUTURXe176kkASQA+9HU9fabPnQghQk66jwohRISTMwIhhIhwEgRCCBHhJAiEECLCSRAIIUSEkyAQQogIJ0EghBARToJACCEi3P8HnUlsm3tq0P8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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UpHE28H7g/0TEI5IWAcsHmkjSOLKEcVVEXFehyGNAZ0RsB7ZLuhU4EnigQlkrmD17Nuedd95Ih2FmY0xq89RfRcSHI+JqgIh4BNhZawJJIjv+sS4iLqlS7EfAKyS1SZoE/CXZsQ8zM2tCqUnjrArD3j3ANMcCZwCvyU+pXSPpeEnvl/R+gIhYB/wcuBv4NfCNiLgnMSYzMxtmNZun8uMYpwKLJF1fGDUF2Fhr2oi4HdBAAUTExcDFA4dqZmYjbaBjGncA64HZwJcLw7vIagdmZjaG1EwaEfEH4A/AS4cnHDMza2ZJxzQkvV3Sg5K2SNoqqUtS+emzZmZ2gEs95faLwAn5gWszMxujUs+eetIJw8zMUmsaKyVdA/wQ2FUaWOWCPTMzO0ClJo2pwA7g9YVhAThpmJmNIUlJIyJ8gyMzM0s+e+r5km6SdE/+/sWS/ldjQzMzs2aTeiD868A/AHsAIuJu4JRGBWVmZs0pNWlMiohflw3rrncwZmbW3FKTRmf+yNcAkHQy2e1FzMxsDEk9e+oDZA9BOlzSn4BHgNMbFpWZmTWl1LOnfge8TtJkoCV/5rcNQkQM6rXWsOJ7gN7e3rrF2dLSv/IpiezRKHvfF18rDRvo1cxGr6SkIWk6cCawEGgr/fkj4sMNi6wJlDbQxY13pfe9vb19G+7ia7F8YZkhqeJrUXFYtY1trY1wyga6/DNTxhVjSv1e5WVKXSlBtbS09Osvlil9VqVhZjb8UpunfgrcCawF6rdbOwyKG+7yjX5pY1++8S/1V9pwV9toVtojL20IvYHbq5hwSwm2p6dnn3HAPsm0fDkWE0wp8ZQnnUqdme2/1KQxISL+vqGRDEJPT0+/BFDc0Jf3Q+W95vINfHHj39LSQltb6qKxwahXTaE8+ZfWidK4gT67lFxaW1uTko2ZZVK3jP8m6W+AG+h/76lNDYmqhu7ubjZv3rzP8ErNF21tbf7DH6D2d2NeXuMs7oBU+xygX00mpVZjdqBKTRq7yR7J+iny027z1+c0IqiBtLe3j8TH2gFgfzbqxRptsUZTGldp/sWaTGtr6z5JpZhwzEaT1KTx98DzIqKzkcGYNaPBbtwrJZlqx2Yiol8TmWsx1uxSk8a9ZHe5NbMBDGbjXukkjEpNZcWTLqolmGqJxqyeUpNGD7BG0s30P6ZR9ZRbSfOBbwMHk51xtSwiLi0rcxzwI7KLBQGui4jPJkdvNsoNpRZTK8kUy5cnFp9lZkORmjR+mHeD0Q18NCJWS5oCrJJ0Y0TcV1butoh4yyDnbTYmNfqYTOkzqiWb8mtsql1TU+q3+iq/RqzYX+36sXpe/AvpV4R/S9JEYEFE3J84zXry+1NFRJekdcChQHnSMLMG2t9EU3qtVqupdQ1T+WcXL96s9Fop2VRKPtX6K70fDuVJN+WODuWvxVPHq72WXyhc6Vqm4u9Q7fqxeki9IvwE4EtAO7BI0mLgsxFxYuL0C4GjgBUVRr9U0l3A48DHIuLeCtMvBZYCzJs3L+UjzWwI6lFbqHQhZ2kDWBxf6i9tAKu9luKplJyqnWhQK8mkxl/pfbW7NQzljgnF+ZUPa6YLhVObpy4EjgFuAYiINZIWpUwoqQO4Fjg3IraWjV4NPDsitkk6nqwJ7LDyeUTEMrIbJrJ48eLqDbhm1jRGoplqoOM7g1FrL70ZNt4jJfXW6N0RsaVs2IC/gKRxZAnjqojY53niEbE1Irbl/T8FxkmanRiTmVk/tQ7sV7tAs1bnkwT2lZo07pF0KtAq6TBJXwHuqDWBsiV7ObAuIi6pUubgvBySjsnj2ZgcvZmZDavU5qkPkV0Nvgv4DvAL4PMDTHMscAawVtKafNj5wAKAiLgMOBn4W0ndwE7glBhsHdLMzIbNgElDUivwmYg4jyxxJImI24Ga9biI+Crw1dR5mpnZyBqweSoieoA/H4ZYzMysyaU2T/23pOuB7wHbSwMrHdw2M7MDV2rSmEl2gPo1hWEBOGmYmY0hqVeEn93oQMzMrPmlXhF+BRWuy4iI99Q9IjMza1qpzVM3FPonAG8ju+2HmZmNIanNU9cW30u6Gvh/DYnIzMyaVuoV4eUOI79Iz8zMxo7UYxpd9D+m8QTwiYZEZGZmTSu1eWpKowMxM7Pml1rTOBZYExHbJZ0OHA1cGhF/aGh0FTz11FNs3LiRWbNmDfdHD0pPTw/bt2/v1+3cuZNdu3bxzDPPsHv37n6vu3btqjqsu7ubnp6evq70BLZaHbDPs6PLn7xW/trS0kJ7e3tfN27cuIr95WUmTpzIxIkTmTRpUl83ceJEJk+e3De8rS31nAsza2ap/+R/BY6UdCTwcbK7134beFWjAqtm/fr1LF++nHPOOafu8+7t7WXr1q1s3bqVLVu29PVv3rx5n+Hbtm1j+/bt7Nixg23btrFjxw62b9/e1//MM8/sdxxtbW2MHz+e9vZ2xo8fT1tbG62trbS0tNDa2rpP19LS0lemtbWV8ePHA/2fulZ6+E15f+l7RwTd3d3s2bOHPXv2sHv3bnbv3t3Xv2vXriE9NrK9vb0vmUycOJGOjg6mTJnC1KlTmTJlSl9/8f20adMqjit9PzMbfqlJozsiQtJJZDWMyyWd1cjAqpk7dy6nn356zTI7d+5k06ZNNbunn366LwGUXru6ugZ8UMvEiROZOnUqHR0dTJ48mcmTJzN9+nTmzZvHpEmT+oYVu0mTJtHR0cGECROYMGEC48ePZ/z48UyYMIH29vZ+r+PHj6e1tbWei6xuenp6KiaTZ555hh07drBz586+GtWOHTv6hlUat23bNrq6uvjTn/7Ul5C3bt1Kd3f3gHFMmDCB6dOnM2PGjEF1U6ZMGfPPQjAbqtSk0SXpH4DTgVfmd74d17iwqmtra+Pqq6+umRBq7eVPnjyZmTNnMmPGDKZPn86iRYuYNm1a357stGnT+rryYVOnTqW9vX0Yv21zaW1t7aspNEJEsGvXrr4E0tXV1e+11L9lyxY2b97M008/zdNPP81DDz3E+vXr+5r1asVfSiAzZ85k1qxZzJ49u6+bNWvWPsMmTZrUkO9qjbdx40aWL1/O6aef3vTN2aOJUh5fIelg4FTgNxFxm6QFwHER8e1GB1ghloC9G4CZM2dW7KqNO1CaNvyH2OvSSy/lggsu4HOf+xxLly7tSyjFxFLsSjsXnZ2dbNy4kc7Ozqo1nEmTJvUlkmJCqZZwpk+fPqK1Ga8XexXXi0Y0Z482U6dOXRURS4Y6n9Szp54ALim8f5TsmMawO+KII/jFL37BtGnTxnRTw/Lly7ngggsAxvwfotRcefrpp/fVhObOnZs8fUSwZcuWviRSSiTFrjTsgQceoLOzkx07dlScV1tbG7NmzWLOnDkVk0upmzNnDrNmzWLGjBm0tOzv5VL78nqxV3G9sPpJrWm8BPgKcATQDrQC2yJiWmPD29fixYvjtttuG+6PbTreoxxZO3bs2Ce5VEo2peFbtmypOJ/W1lZmzpxZMbFU6mbOnFnzmJfXC6tk48aNLFq06LGImD/UeaUe0/gqcArZ8zSWAGeSXRVuI2TWrFljfk9yJJVOLZ4/P+0/uGvXrppJpbOzkw0bNrB27Vo6OzvZvHlzxflIqphkijWaxYsX88QTT9Dd3c2sWbN8urOxfPlygHn1mFdqTWNlRCyRdHdEvDgfdkdEvKweQQyGaxo2FuzZs6fvuEup27BhQ9UazaZNm6qe+Td9+vSKNZbSGWiVXjs6OsZ08++BZiRqGjsktQNrJH0RWA9MHuqHm9XDgdgkM27cOA466CAOOuigpPI9PT37JJny2syGDRt4+OGHWbFiBZs3b2bPnj1V59fW1sb06dMrJpRSV7ymptSVrr+ZMmWKazh11tvb23d9WFdXF5s3b2bLli0Vu0rjgCfrEUfqr3oG2c0NPwh8BJgPvKPWBJLmkx0sPxjoBZZFxKVVyv4FcCfwzoj4fmJMZoAP/kJ2bGTOnDnMmTMnqXxEsH379n3ONNu8eXPFs886Ozt58MEH+zZGKS0UEydO7EskpQTT0dFBR0dHvws9U7vinQna2toYN25cXzdS1zZFBD09PXR3d/ddt1S880OxqzaudFFwKSFU66928kVRe3s706dP73fpwIIFC5g2bRpXXHFFXb5zUvMUgKSJwIKIuD+x/FxgbkSsljQFWAW8NSLuKyvXCtwIPAN8c6Ck4eYpK3cg1jSaWW9vL1u2bOm7QLPYbdu2re96mtL40h0UiuV27tzZd1ForRpPqpaWlr4E0tbW1pdg2tra+jWzlfqLr5WGFW/J093d3deVvx/KXRJKWltb+xLq5MmT+xJrrf7i9WPFJDFhwoSqnzOsp9xKOgH4EtmZU4skLQY+GxEnVpsmItaTNWMREV2S1gGHAveVFf0QcC3wF4MP38wnBQy3lpaWvosk66Gnp4edO3fW7Hbs2NF3H7bSHQnKb3tTfN/d3U1XVxcPPPAAixYtYvz48UREXw2pvL+kNLy1tbXv1jxtbW379Fd6P27cuH53fSj1l95PnDix4rj29vZRdfwotXnqQuAY4BaAiFgjaWHqh+RljwJWlA0/lOwpgK+hRtKQtBRYCjBvXl1OADCzJtHa2tq3F11Pl156Kd/73vc4+eSTvVNRR4O599SW/cmGkjrIahLnRsTWstH/BHwiInpqzTsilgHLAA455JAYDXe5NRsJbqrbyxf3NUbqpaj3SDoVaJV0mKSvAHcMNJGkcWQJ46qIuK5CkSXAv0v6PXAy8DVJb601z9Jdbs1sX6WTAvwf2dtsOdaTZ72l1jQ+BHwK2AVcDfwC+FytCZRVHS4H1kXEJZXKRMSiQvkrgRsi4oe15ptyl1uzscp719ZoyWdPDXrG0suB24C1ZKfcApxP/mzxiLisrPyVZEnDZ0+ZmdXZsJw9Jen6WuMHOHvqdiD5IEhEvDu1rJmZjYyBmqdeCvyRrElqBYNIAmZmduAZKGkcDPwV8C6y52n8BLg6Iu5tdGBmZtZ8ap49FRE9EfHziDgLeAnwEHCLpA8NS3RmZtZUBjx7StJ44M1ktY2FwD8DlU6fNTOzA9xAB8K/BbwI+BnwmYi4Z1iiMjOzpjRQTeMMYDvwfODDhau2BURETG1gbGZmVgcbN24ESLvP/gBqJo2IqN/Di83MbETU88l9TgpmZge4/A4Bj9VjXn601ggrvy1ztXEDTZtqoJtOlo+v9CwCMxtd8vtvDeuT+8asWvffL75KSn4tzrvWw2BaWvatCFYatr8qPUCm/Lv19vbu8z3L4x/M96716qRk1vwO+KRRvtEvf1++EYTKe9uS+jbYLS0t/fqLrykbx+J8R5tKNaOU14joS1LF19K4np6efkkG6Ndfel/sL084o3F5mo02ozJp9PT0APsmgnKljU5pI1/elW9siu8rbeSt8UmvWnIv1nyKSaeUeHp6eujt7d0n0ZTHXuu3NrOBjbqkUdrjr7bxr9TZ6DHU36yYZCp1pURT6oo7ILXica3GLDPqkkZraytTp/ryEKtsfzbog0003d3dNT/DScYOZKMuaZjVWz0STfH4THlNptRsVpy2/LNdO7bRwknDbD8MduNeKbkUTwIonQgw0LEZJxkbaU4aZsOg/Ay8WgZqLquWZFI+34nGhspJw6zJDLW5rLw2U+ngf/np5sX5FGOodR2RNZ9qZx/Wk5OG2QGguFFvbW0dsHylU5prnQBQvJamNF3p88qvb6p20Wr5eyefvQa6eLj4Wr7cS8NKy714Zin0v66sHpw0zMagoWy4a11HU+vkAOh/bU154hnorgKleKtdhFvr++zv90wdXi2+gb5Xadpi82W1i4irXUc23E2OThpmNij13EAN5q4C1aaBfW+JU+9mmUrfubj3XikJlw8b6HW0aFjSkDQf+DbZc8Z7gWURcWlZmZOAz+Xju4FzI+L2RsVkZs1ltG44x7JG1jS6gY9GxGpJU4BVkm6MiPsKZW4Cro+IkPRi4LvA4Q2MyczMhqBhz9OIiPURsTrv7wLWAYeWldkWe+uQk4H6HuY3M7O6GpaHMElaCBwFrKgw7m2Sfgv8BHhPlemXSlopaeWGDRsaGaqZmdXQ8KQhqQO4lux4xdby8RHxg4g4HHgr2fGNfUTEsohYEoZxSc8AAAlBSURBVBFL5syZ09iAzcysqoYmDUnjyBLGVRFxXa2yEXEr8FxJsxsZk5mZ7b+GJQ1lp0NcDqyLiEuqlHleXg5JRwPtwMZGxWRmZkPTyLOnjgXOANZKWpMPOx9YABARlwHvAM6UtAfYCbwz6nlytZmZ1VXDkkZ+vUXNk68j4iLgokbFYGZm9TUsZ0+ZmdmBwUnDzMySOWmYmVkyJw0zM0vmpGFmZsmcNMzMLJmThpmZJXPSMDOzZE4aZmaWzEnDzMySOWmYmVkyJw0zM0vmpGFmZsmcNMzMLJmThpmZJXPSMDOzZE4aZmaWzEnDzMySOWmYmVkyJw0zM0vWsKQhab6kmyWtk3SvpHMqlDlN0t15d4ekIxsVj5mZDV1bA+fdDXw0IlZLmgKsknRjRNxXKPMI8KqIeFrSm4BlwF82MCYzMxuChiWNiFgPrM/7uyStAw4F7iuUuaMwyZ3AvEbFY2ZmQzcsxzQkLQSOAlbUKPZe4GdVpl8qaaWklRs2bKh/gGZmlqThSUNSB3AtcG5EbK1S5tVkSeMTlcZHxLKIWBIRS+bMmdO4YM3MrKZGHtNA0jiyhHFVRFxXpcyLgW8Ab4qIjY2Mx8zMhqaRZ08JuBxYFxGXVCmzALgOOCMiHmhULGZmVh+NrGkcC5wBrJW0Jh92PrAAICIuAz4NzAK+luUYuiNiSQNjMjOzIWjk2VO3AxqgzPuA9zUqBjMzqy9fEW5mZsmcNMzMLJmThpmZJXPSMDOzZE4aZmaWzEnDzMySOWmYmVkyJw0zM0vmpGFmZsmcNMzMLJmThpmZJXPSMDOzZE4aZmaWzEnDzMySOWmYmVkyJw0zM0vmpGFmZskUESMdw6BI6gLuH+k4EswGOkc6iASOs75GQ5yjIUZwnPX2goiYMtSZNPIZ4Y1y/2h4jriklY6zfhxn/YyGGMFx1puklfWYj5unzMwsmZOGmZklG41JY9lIB5DIcdaX46yf0RAjOM56q0uco+5AuJmZjZzRWNMwM7MR4qRhZmbJmjZpSHqjpPslPSTpkxXGj5d0TT5+haSFIxDjfEk3S1on6V5J51Qoc5ykLZLW5N2nhzvOPI7fS1qbx7DPqXfK/HO+PO+WdPQIxPiCwnJaI2mrpHPLyozI8pT0TUlPSbqnMGympBslPZi/zqgy7Vl5mQclnTXMMV4s6bf5b/oDSdOrTFtz/RiGOC+U9KfC73p8lWlrbheGIc5rCjH+XtKaKtMO5/KsuB1q2PoZEU3XAa3Aw8BzgHbgLuDPysr8HXBZ3n8KcM0IxDkXODrvnwI8UCHO44AbmmCZ/h6YXWP88cDPAAEvAVY0wTrwBPDsZliewCuBo4F7CsO+CHwy7/8kcFGF6WYCv8tfZ+T9M4YxxtcDbXn/RZViTFk/hiHOC4GPJawTNbcLjY6zbPyXgU83wfKsuB1q1PrZrDWNY4CHIuJ3EbEb+HfgpLIyJwHfyvu/D7xWkoYxRiJifUSszvu7gHXAocMZQx2dBHw7MncC0yXNHcF4Xgs8HBF/GMEY+kTErcCmssHFdfBbwFsrTPoG4MaI2BQRTwM3Am8crhgj4pcR0Z2/vROY14jPHowqyzJFynahbmrFmW9r/hq4ulGfn6rGdqgh62ezJo1DgT8W3j/GvhvjvjL5n2ILMGtYoqsgbx47ClhRYfRLJd0l6WeSXjisge0VwC8lrZK0tML4lGU+nE6h+h+yGZYnwEERsR6yPy7wrAplmmm5voesNlnJQOvHcPhg3oz2zSpNKc20LF8BPBkRD1YZPyLLs2w71JD1s1mTRqUaQ/m5wSllhoWkDuBa4NyI2Fo2ejVZE8uRwFeAHw53fLljI+Jo4E3AByS9smx8My3PduBE4HsVRjfL8kzVFMtV0qeAbuCqKkUGWj8a7V+B5wKLgfVkTT/lmmJZ5t5F7VrGsC/PAbZDVSerMKzmMm3WpPEYML/wfh7weLUyktqAaexflXdIJI0j+6GuiojrysdHxNaI2Jb3/xQYJ2n2MIdJRDyevz4F/ICsql+UssyHy5uA1RHxZPmIZlmeuSdLTXj561MVyoz4cs0Pbr4FOC3yhuxyCetHQ0XEkxHRExG9wNerfP6IL0vo2968HbimWpnhXp5VtkMNWT+bNWn8BjhM0qJ8r/MU4PqyMtcDpSP9JwP/Ue0P0Sh5u+blwLqIuKRKmYNLx1okHUO2zDcOX5QgabKkKaV+soOj95QVux44U5mXAFtKVdsRUHUvrhmWZ0FxHTwL+FGFMr8AXi9pRt7k8vp82LCQ9EbgE8CJEbGjSpmU9aOhyo6fva3K56dsF4bD64DfRsRjlUYO9/KssR1qzPo5HEf39/OMgOPJzgJ4GPhUPuyzZCs/wASy5ouHgF8DzxmBGF9OVpW7G1iTd8cD7wfen5f5IHAv2ZkedwIvG4E4n5N//l15LKXlWYxTwL/ky3stsGSEfvdJZElgWmHYiC9PsiS2HthDtnf2XrJjaDcBD+avM/OyS4BvFKZ9T76ePgScPcwxPkTWZl1aP0tnHB4C/LTW+jHMcf5bvt7dTbaxm1seZ/5+n+3CcMaZD7+ytD4Wyo7k8qy2HWrI+unbiJiZWbJmbZ4yM7Mm5KRhZmbJnDTMzCyZk4aZmSVz0jAzs2ROGmZmlsxJw8YsSbMKt7l+ouzW3Hc04PPeLWmDpG8U3n+1StmbJW2TtKTecZgNRdtIB2A2UiJiI9m9jpB0IbAtIr7U4I+9JiI+mBDbqyXd0uBYzAbNNQ2zCiRty1+Pk/QrSd+V9ICkL0g6TdKv84fsPDcvN0fStZJ+k3fHJn7UIZJ+nj8A54sN+0JmdeKahtnAjgSOILsh5u/IbsFwTP6EtA8B5wKXAv8YEbdLWkB2/54jEua9mOxW1ruA+yV9JSL+OMA0ZiPGScNsYL+J/OaNkh4GfpkPXwu8Ou9/HfBnheeATZU0JbKH4tRyU0Rsyed9H/Bs+j/fwKypOGmYDWxXob+38L6Xvf+hFuClEbFzCPPuwf9Ja3I+pmFWH78kuwMvAJIWj2AsZg3jpGFWHx8GluSPK72P7HbuZgcc3xrdbJhIejfZc0oGPOU2L38L8LGIWNnIuMwGwzUNs+GzE3hT6eK+WiTdTPYwnz0Nj8psEFzTMDOzZK5pmJlZMicNMzNL5qRhZmbJnDTMzCzZ/weVLDVe+VpZ9gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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fAnA2gPHB31F7HgDwETOPATALQJ8n+EgYKISIRubl5X14+umnv7t69eqTVqxYkT1o0CCly+qVUNNpQkJs/TklJCTgwgsv1G3ZssV81113XV9QULAvOzv7N8FRJiLy5gB4kZkHMvMgZi5CoN3bAWA2ESUEO2TPau/JRPRjBJqRXkTgzfFiIirp7smJyBL6AEBEKQh0RLc3mmktgCva1PxhJ4sxPgngCiI6tc15LiOi/HbOPw3AtQCeDf77Avrvp8DhAHwAXCc+LygLgX4BALiyze0NAHo1tju2Xr0aQET98/LyXispKfnshRdemP7uu+/mjBnT3pVp7Imlq5m29Ho9rrrqKsPWrVtzb7zxxjtzc3MPpKenXxv8FCgiZwGAN0+47Q0EFkqsBPA1gL8D+ApAHRDocCWiC4OB/RiARcF1ERsBLEbgzRhEdD0RXR/8Pp+IKgHcBuA3RFQZHIlUAOAjItoBYBOAfzPzO23PE6zpeQA5RFQWPMYdHf1AzGwFMB/Aw0S0j4j2APgBgPrgQ+YRUSkRfQPgTgCzmTl0ZfBzBPoMSgH8E8ClzOzr4FR/AvAgEX0OoO2SAh8BKAmeo90RTx2R0URRQkTZZrP59xkZGT/7/e9/b/rxj3+cEKtvnid6/PHHsXr1atx5550477zzlC6nz1wuF/70pz81vP766866urrbWltb35RluaOLiNKDQz5zEBiqeUaw/0BEiFwZRBgR6XJycu7o16/fvnvvvfd/Nm/ebJ4xY4ZmgqCtWGsm6ojRaMTSpUszPvnkk4EXXXTR87m5uV8HJ/OI6Hkn+An5UwAPSBBEnlwGRxARjbBYLKvmzp07+O67704P5yJuahLqQNZawBUUFOCZZ54x7t2713jVVVd9YDabl9XW1t7FzK1K16Z1zHyW0jV0hojOA/DHE24+yMwXh/k8VwG4+YSbPz9xlnU4SBhEABHpsrOzFw8ePPh/n3/++ZyJEycqXVJEhVpQtBYGISNHjsSnn35qevTRRxc9++yzFxHRHGbernRdQjnM/B6A96Jwnn8gsJRGxGnjul5FiGiYxWLZumDBgiUbN27UfBAA2g8DINDJvHjx4tS1a9cOGzly5Idms/lPwSUMhNAECYMwIaIEk8n068GDB2989dVXxy1dujRDq81CJ9JqM1F7Ro0ahc8++8x03XXX3WCxWHYR0TilaxIiHCQMwiB0NTB//vy7Nm7caFbTcgzRpJUO5K60uUoYHrxK+INcJYhYFx+v3ggyGo3XDxo0aOMrr7wy/sEHH4ybq4G2Ym0GcrgErxJyrrnmmhvNZvNOIhqsdE1C9JaEQS8Rkd5isSw7/fTTH9y4caO5L/v/xrp46DPoiF6vxx133JH62muvFffr1+9Lg8EwXemahOgNCYNeICKT2Wz+4tprr5378ssvG9Wwt4CS4jkMQiZOnIgPP/wwd/jw4auys7NPHAoohOpJGPQQEZVYLJbSJ5544qTFixenxfMbYEg8dSB3Jj8/Hx9++KFp6tSp9+fm5q6QfgQRSyQMeiAlJeXCoqKiDWvXri2aMWOGzNEIitWF6iIhOTkZy5cvz1q0aNHFZrP5SyIyK12TEN0hr95uICLKycm5f8yYMf/YsGGDedSoUUqXpErxfmUQQkS49dZbU//2t7+Nt1gs22T4qYgFEgZdIKIUs9n89syZM2/517/+ZTKZTEqXpDrSZ9C+c889V7du3brCgQMHfpCamjpb6XqE6IyEQSeIyGg2m79asmTJj5544onMxERpAm6PhEHHRowYgQ0bNpjHjh37bE5OzmKl6xGiIxIGHSCiHLPZvPHRRx8ddfXVV6t370kVCHUgS59B+4xGI955553s8ePHLzGbzb3ejUuISJJXbzuIKNdsNn/517/+dfiFF14oHcVdkCuDrhkMBrz22mvGU0455dbgjGX5ZQlVkTA4AREVmM3mr5577rkh5513nq7rZwgJg+5JTEzEihUrsqZOnXq9xWJ5QgJBqImEQRtElJebm/ufe+65Z9APfvAD+d10k4RB9+l0OjzyyCNZp5xyyvUWi+UxpesRIkTe8IKIyGw2mz9/9tln+5177rnYuXMnfL6Oth8VbUkYdJ/L5cKBAwfw3HPP6c8444wrLBbLg0rXJAQgYQDg+Kihz5566qlB06ZNS8jPz0d+fr4EQjfJDOTucblcKCsrw9ixY5GSkoLnn38+a/Lkydfn5OTcrXRtQsR9GBBRhtls/vyxxx4bes455xzvI5BA6D65Muha2yBISgoMTtPpdPjnP/9pHD9+/G0mk+lXCpco4lxchwERJZjN5rd/97vfDZ85c+b3Rg1JIHSPhEHn2guCkMTERLz66qvGIUOG3JmSkjJLoRKFiO8wMJvNj86bN2/S/PnzO5xNJoHQNVmbqGOdBUFIUlISXn/99WyLxbKMiGStE6GIuH31ZmZmXjZq1KgrHnjggfSuHiuB0Ll43dymK90JghCTyYSVK1eaLRbLe0Qka56IqIvLMCCiSRaL5bGXXnrJ2N1PsxIIXZMrg//qSRCElJSU4LHHHiswm83riUgmO4qoirtXLxHl5+bmrn3jjTdyMjMze/RcCYT2SZ/Bd/UmCEIuuOAC/TXXXFNisVieiVB5QrQrrsKAiJLMZvP7zzzzTP7gwb3brlYC4fskDP6rL0EQsnjx4rRJkyZdbDQaF4a5PCE6FDdhQIFZZa/cdtttw84666w+/dwSCN8lHcgB4QgCIBCqy5YtM+bn5/9Or9efEcYShehQ3Lx6s7Oz7/jhD3/4w4ULF4Zlw2IJhP+SDuTwBUFIamoqVq9ebcrNzX2DiAaEoUQhOhUXYUBEJ/fr1+9XTz75ZFY4mzIkEALi/cog3EEQ0r9/f7zwwgu5FovlHSKSRRNFRGn+1UtEyRaLZeXy5ctNBoMh7MeXQIjvPoNIBUHIqaeeSvPmzRucnZ3967AfXIg2NB8GZrP5oRtvvLFg2LBhETtHvAdCvIZBpIMg5O67707Pzs6+lYiKI3YSEfc0HQZEdEpBQcElN9xwQ3KkzxXPgRCPzUTRCgIgMEN52bJlZovFskqai0SkaPbV27Z5SKeLzusnXgMh3jqQoxkEIRMmTMD8+fMHmUymJVE5oYg7mg0Di8XyyM0335w3ZMiQqJ43HgMhnpqJlAiCkN/85jfpRqPxFiIaGdUTi7igyTAgotMKCgrmL1q0KCzDSHsq3gIhXsJAySAAjjcX5ZjN5jekuUiEm+bCINg89MoLL7xgUrINO54CIR42t1E6CEImTJiASy+9dIDJZLpLsSKEJmkuDMxm86O33HJL1JuH2hNPgQBotwNZLUEQctddd6VnZ2ffJMtdi3DS1KuXiIrNZvPccM0yDod4CIRQM5EWqS0IAMBgMODZZ5/Nyc3NXa50LUI7NLVMbm5u7l8feeSRHLV9Qs3PzwcA7Ny5E2PHjkW0RjeFi8/ng9vtRktLy/Evr9cLv98Pn8+Hmpoa+P1+7N+/H42NjUhISIDBYEBSUhIMBgOSk5ORnJwcc81IagyCkIkTJ2LChAlDdTrddJ/P95HS9YjYp5kwIKKTTzvttAlnnKHOdb1iJRB8Ph/q6+tRV1eHY8eOobm5GQkJCUhJSUFSUhKSkpKQkZEBvV4PnU6HhIQEZGdno66uDv3794fFYoHP50NraytaWlrQ0NCA5ubm48dJTU1FRkYGjEYjUlNTVRsQag6CkAcffNBUWlr6NyIqYS1fnomo0EwY5ObmPv3QQw/lKF1HZ9QYCMyMxsZGOBwOHD16FH6/H5mZmcjKykJeXl63PtHrdDoQEdLT09HZHhE+nw+NjY2or69HeXk5mpqakJqaipycHOTk5CAxscPdR6MqFoIAAIYOHYqzzz67YPXq1bMBrFK6HhHbNBEGOp3unPPPP3/w2LFjlS6lS2oJhMbGRlitVjidTiQnJ8NisaB///59ekPuqnlOp9MhMzMTmZmZKCwsPB5EtbW12LFjBxITE2GxWJCbm6vY7yVWgiDk3nvvzfrggw8eJqI1zOxVuh4Ru2I+DIgowWKxPLl06dJspWvpLqUCwe/3w263o7q6GgkJCcjPz8fAgQP7fP7ezkAOXU2kp6dj4MCBcLvdsNls2Lp1K7KystCvXz+kp3e5RXXYxFoQAIG/pblz5+a88MIL1wB4Sul6ROxSV09rLyQnJ8//8Y9/nDdo0CClS+mRaI4y8nq9OHz4MLZs2YLGxkYUFxdj3LhxYfsEHq61iVJSUjBw4EBMnjwZOTk5OHjwILZv346jR49GfMRSLAZByO23356empp6DxGpZhSdiD0xHQZElJiRkfGHu+++O0vpWnoj0oHg8/lw6NAhbNu2DUBgBMqQIUOQkhLe94xwz0AmIuTk5GDs2LEYNmwYqqurj4dCJMRyEABAVlYWFi1alJWdnb1Y6VpE7IrpMMjIyFj085//3GSxWJQupdciEQjMDKvViq1bt0Kn02HixIkoKiqKWHNUJGcgp6WloaSkBCNGjEB1dTV27tyJpqamsB0/1oMg5Prrr09JTk6+gYhiprlUqEvMhgERJaWmpt5xyy23pCldS1+FMxAaGhpQWlqK+vp6TJgwAYWFhVHrk4jkMNHU1FSUlJSgqKgIe/fuxf79+/v8u9JKEABAcnIylixZYjSbzfcoXYuITTEbBikpKQvmz5+f3tlQxljS10Dw+/04ePAgysrKMGLECAwfPjxqQzWjuYS10WjESSedhJSUFGzbtg11dXW9Oo6WgiBk/vz5iXq9/hIiivj+HUJ7YjIMiIgyMjLuXLhwYfSGmkRBbwPh2LFjKC0thU6nw/jx45GWFt2LpWhvbkNE6NevH0aPHo3y8nKUlZX16PelxSAAAstU/PznP09LTU29XOlaROyJyTAAcPqkSZNMoSGaWtLTQKipqcG+ffswYsQIDBgwQJHF4pRawjolJQXjxo1DcnIytm/fjubm5i6fo9UgCLn22mvT0tPTf01qndotVCsmwyA/P/+3t99+u6pnG/dFdwLB7/fjm2++QW1tLcaPHx/V8fgnUnI/AyJCYWEhhg4dip07d8LpdHb4WK0HAQBYLBZMmTLFCGCa0rWI2BJzYUBE/Y1G49iJEycqXUpEdRYIHo8HO3bsQEpKCkpKSqDXq2PuoJILBGZlZWH8+PGoqKhAVVXV9+6PhyAIue2220z5+fn3K12HiC0xFwYmk+mXv/zlL+Ni+Fx7gdDc3IwdO3agsLAQRUVFqljoTS17IBsMBowbNw4ulwsHDhw4fsUST0EAAOPHj0dmZuYoItJeO6qImJgKAyJK0Ov1V1x88cXq+CgcBW0DoaGhATt37sSwYcNgNpuVLu24aHcgdyYhIQElJSXw+XzYt28fjh49GldBELJw4UKj0WhcqHQdInYo/+rtmXPOPvvslGiPllFafn4+TCYTtm3bhuLiYmRlqWvCtdr2QCYiDBs2DMyMXbt2YcyYMXEVBAAwZ86cRIPBcDURxdprXCgkpv5QCgoKlixcuNCodB3R1tzcDJvNhgEDBuDAgQOq2zFNjXsgh/ZjyM3NRUVFhaZ3Y2tPRkYGpk2blgrgLKVrEbEhZsKAiLJTU1NLxo0bp3QpUdXa2oqvv/4aI0aMwKBBg1S9haYamomA//YRjBs3DsOHDwcR4eDBg0qXFXXXXXdddkFBwa+UrkPEBnW8ershMTFxxpw5c+Kqfcjv92PXrl0YMmTI8U1j1Linslo6kIHvdxaHmozcbjeqq6uVLi+qJk2aBGaeTERx08cmei9mwsBisVw1a9asVKXriBZmxr59+5CbmwuTyfSd+9QWCGrpQO5o1BARYeTIkaiurobL5VKwwugiIkydOlUHQJ17wQpViYkwICIDgLGjR49WupSoqayshE6nQ//+/du9X02BoIYO5K6Gj+p0OowePRrffvttt2Yqa8WcOXNMeXl5lypdh1C/mAgDAD/44Q9/mKimDspIqq+vh91ux7Bhwzp9nBoCoW3HrFL/f7o7jyApKQnDhw/H3r1746ZDeerUqWDmGUrXIdQvJsIgPz//8tmzZ8fFRDOv14tvvvkGo0aN6lazixoCAVB/EIQYjUYYjUYcOnQoCtUpLzk5GSNGjDAQUbHStQh1U30YEBH5/f4fnXFGfNGRA4sAACAASURBVDR7lpWVoaioqEe7kSkZCEp2Hvd2ZvHAgQPhcrl6vfx1rJk3b54pKytrrtJ1CHVTfRgAGD1mzJhEg8GgdB0Rd/ToUXg8HuTl5fX4uUoFglL9BX1ZYoKIUFxcjLKyMlWNhIqU888/X5ecnLxA6TqEuqk+DLKzs+fNnTtXsyuUhvh8Puzfvx/Dhw/v9TGUCAQlwiAcaw2lpKTAbDbj8OHDYa5OfSwWC7Kzs81EpJ41TITqqD4MDAbD3PPOO0/1dfZVRUUF8vLykJzct02qoh0I0Z59HM5F54qKiuBwOOB2u8NUnXrNnj073WAwzFS6DqFeqn6TJSKL2WzOzs7Wdt9xS0sLamtrOxxG2lNKXCFEIwzCvfpoQkICBg8eHBezk2fOnJliNptlBzTRIVWHAYCTp06dqvkVxg4dOoSBAweGddJWtAIhWlcGkVqG2mQywePx4NixY2E7phqNHDkSXq93pNJ1CPVSdRiYTKYfnHbaadrY8b4DTU1NOHbsWESWpI5GIESjzyDS+xHEw9UBESE3N1cn/QaiI6oOg+Tk5Gnjx49XuoyIqqiowKBBgyL2ZhrpQIj05K1obEyTmZkJIkJ9fX1Ejq8WU6ZMSQKg7S0CRa+pOgx8Pt+ggQMHKl1GxLS2tqKxsRGR7hOJZCBEspkomjuUFRUVobKyMqLnUNppp52WlZWVFR8TdkSPqTYMiCg3Ly9Pp+UlKKqqqtC/f/+odL5G+goh3IvURXuryszMTDQ3N2t63aLx48cjLS3tLKXrEOqk2jAAMCl4WatJfr8fDocDubm5UTtnJAIhEpO2lNizmIjQv39/VFVVReV8ShgyZAi8Xm/nC16JuKXaMDAajWeedtpp6trfMYxqa2thMpmivuxzuAMh3B3ISm5eb7FY4HQ6NbuIXUJCAiwWi56IND+JU/ScasMgNTV12oQJE5QuI2KsVmuvlp0Ih0hcIYQjDJQMAiDwZpmVlYWjR49G/dzRcuqppxognciiHaoNA6/XO3TQoEFKlxERHo8HLS0tSE9PV6yGcAVCuDqQlQ6CkLy8PFitVsXOH2lTpkzJyszMPF3pOoT6qDIMiMiSl5eXoNXOY4fDAYvFonQZYb1C6Mv/K7UEARDoSD527JhmF7CbMGECpaenT1e6DqE+qgwDAMXjxo3TKV1EpNTW1iInRx3Ntn0NhL5eGagpCIDAz2E0GjW7vPXQoUPh9XqHKF2HUB+1hkHBgAEDur+gfwzx+/1wu91ITVXPds59CYS+dLaqLQhCTCYTamtrlS4jIhISEqDX6xOVrkOojyrDIDk5ubCwsFA975ZhVF9fj6ysLEX3C25PbwOht6OJ1BoEQGA3NJfLpXQZEZOcnKwL7isuxHGqDAOj0Tg8Pz9f6TIiwuVywWg0Kl1Gu3oTCL1pJlJzEACATqeDTqeDx+NRupSIyMvLYwDKDGUTqqXKMNDpdIOUGnYZaQ0NDcjIyFC6jA719gqhu2Gg9iAIyczM1OxaRYWFhToA/ZSuQ6iLKsPA7/f3KygoULqMsGNmNDc393kDm0jrSSD05MogVoIACIRBQ0OD0mVExIABA5IAaO8FJvpErWGQbTKZlC4j7FpaWpCUlKS6/oL2dDcQuttnEEtBAAAZGRmavTIoKipK0+l0cmUgvkOVYaDT6Qyx8IbZU01NTUhLS1O6jG7rTiB0JwxiLQgAICkpCa2trUqXERH5+fmUk5PT+822hSapLgyIKCklJUWTcwzcbjdSUmJrxGxXgdDV5KxYDALgv+Gmxcln+fn5SExMHKx0HUJdVBcGAPKDox00JxbDAOjeFUJ7C+7FahCEJCcno6WlRekywi4vLw/MHJ4Nt4VmqDIMCgsL1VhXn8VC53FHOgqEjjqQYz0IgEAYaHF/A4vFAq/Xq/x6KEJV1Pimm5qRkaHJZiKv14vExNid/NndTmUtBAEAJCYmanKugV6vBxFp8jUmeq/LMCCifCJ6lYj2E9FuInqXiMYTUWnwy0lEB4Pf/187z19GRDYi+vqE2ycQ0ZfB520molOCd+kTExPVGFJ95vV6odPF9mvwxEA4sQNZK0EABMLA6/UqXUZEUJtLuTC8xo1EtIqI9hLRHiKaEt2fRoSDvrM7g38wbwJYzszzg7dNAJDJzBOC/34BwDvMvKqDw7wA4EkAL55w+58A3M/M/yKiGcF/nwVAr9frtTeUKEgLo6RCs8N37tx5fI0lItJUEACBT9But1vpMiIi9HcYptf44wDWM/Oc4DIXmlxKRus6DQMA0wF4mPnp0A3MXNqTEzDzJ0Q0qL27AGQGv88CcCRUk1avDLQkFAgHDhxAZmYmioqKNBUEQGBZikjsF60SoU8lfXqNE1EmgKkArgw+txWANsfkalxXYTAGwJYInfsWAO8R0cMINFeFNtyQMIgRoUBYtGgRvF6vpoIA0MZVXEfaNBP19TU+BIAdwD+IaHzwWDczc2MfSxRR1lUYRNJCALcy8xtENBfA8wB+BIBqa2sNmzdvVrC0yGhqaoLWfi6fz3e8XX3Hjh2aegP1er3w+XxwOp1KlxJ2Op0uXLMf9Qhso3kjM39FRI8DuAPA3WE6voiSrsJgF4A5ETr3FQBuDn7/OoDngt97s7KymidPnqzcnpARsnnzZkyePFnpMsIm1EcwZcoUbNu2DYmJiRg7dmzMd5KH1NbWoq6uDkOGaG8vGK/Xeyz4bV9f45UAKpn5q+C/VyEQBiLGdNUc8yGAJCK6JnQDEZ1MRNPCcO4jAELH+SGAb4Pfez0ej/amfWrMiZ3Fer0+bFtoqoXf7293Mp0WtNmUqE+vcWauAXCYiIqDN50NYHc4axXR0elfOgf+Yi4GcE5w2NkuAPfhv529XSKiVwBsBFBMRJVEdHXwrmsAPEJE2wEsBXBt8Havx+PR5AxkoG87g6lFR6OGwrmnshrE+ryQzgRf22F5jQO4EcBLRLQDwAQEXs8ixnTZZ8DMRwDM7eT+K7t4/oIObv8MwKR27vJo9cpAp9PB7/fHdDNKV8NH2w47jfUmI4/Ho6kO8RMc/1QShtd4KQDttH/GKTVeA7c0NTVpMgz0en1Mz2jt7jwCrVwheDweTV4Z+P1+MLMmX2Oi99QYBtYjR47E7jtIJ2J5rZueTijTQiCE9p/QGqfTCZ1Op70hUqJP1BgG1dXV1doZn9hGSkpKTM5o7e3M4lgPhFhdZbYr1dXVSEhI6EmfgIgDqgsDZm5qbGzU5CVsLIZBX5eYiNVAYGbNjiayWq3wer0Hla5DqIsq/9K9Xq9HC6NuTpSSkoKmpialy+i2cK01FIuB4PF4YDAYlC4jImpqauByucqUrkOoiyrDICEhoa6urk7pMsIulq4Mwr3oXKwFQkNDAzIyMpQuIyIqKyubWlpaKpWuQ6iLWsPgSE1NjdJlhB0RwWAwqH73rEitPhpLgVBfX6/ZMKioqGgGUK10HUJdVBkGfr//kNVqVbqMiMjIyEBDQ4PSZXQo0stQx0ogNDQ0IDMzs+sHxqDKykovejapTMQBVYZBfX19mRavDAAgKysLam0Ci9Z+BGoPBL/fr9lhpUBgNBHkykCcQJVh0NjYWFFVVRWbA/K7YDQacfToUaXL+J5ob0yj5kCor6/X7FUBADQ1NTEza/L1JXpPlWEAoLqioiI2elp7SKfTITExUVWTz5TaoUytgVBbW4ucnByly4gIZoYnlqfBi4hRaxiU7dq1S7N/sDk5OaitrVW6DADK71msxkBwuVwwGo1KlxERhw8fhl6vr1K6DqE+ag2DqsOHD7MW5xoAgNlsht1uV7oMxYMgRE2B0NjYCIPBAL1eyX2fIqe0tBTNzc2fKl2HUB9VhgEzMxFVBju6NCc5ORkAFG0qUksQhKglEKxWK/Ly8hQ7f6T95z//aXA6nZ8oXYdQH1WGAQB4PJ7PSku7vS93zMnLy4NSw2fVFgQhSgcCM2u6vwAAvvjiCzcit6+5iGGqDQOHw7HhP//5z7GuHxmbLBYL7HZ71De7UWsQhCgZCEePHkVmZmZM78HQGWZGVVWVP7h/gRDfodowALBl48aNsbOQTw/p9XpkZWVFtSNZ7UEQolQgVFZWorCwMGrni7aqqirodLrDStch1EnNYXC4oqJCmz3IQf3790dlZXSWiImVIAiJdiA0NjYCANLS0iJ+LqWUlpaitbVV+gtEu1QbBsGhRJpcoygkNTUVer0+4stTxFoQhEQzEA4fPqzpqwIg0HnscDhkJJFol2rDAAB8Pp+mO5EBYMCAATh4MHJLy8dqEIREIxCamprQ1NSE7OzsiBxfLaTzWHRG1WFgs9k+3rRpU6PSdURSZmYmEhIS4HK5wn7sWA+CkEgHQnl5OQYPHgwiTW6wByDQeXz48GEGIBPORLtUHQYANm3YsEGzncghgwcPxsGDB8M6skgrQRASqUBoaGiAx+PR/FXBoUOHkJCQcEizMzlFn6k6DJj5cEVFhTvUuadVaWlpSE1Nhc1mC8vxtBYEIeEOBGbG/v37MWTIkDBUp27r169vra+vf1npOoR6qToMAICZ3/roo4+ULiPihgwZgoqKCvR1DTGtBkFIOAOhpqYGaWlpmt3Epq3XXnutrrGx8U2l6xDqpfowsNvtr6xatUodq7pFUGJiYp87k7UeBCHhCITW1lZUVlZi8ODBYa5Oferr61FVVXWMmSuUrkWol+rDAMB/Nm7c6PP7/UrXEXG5ublobm7u1X4H8RIEIX0JBGZGWVkZBg0apNkF6dr64IMP2Ov1rla6DqFuqg8DZvbpdLqNW7Zof0QcEaG4uBhlZWU9ai6KtyAI6W0g1NTUICEhARaLJYLVqcfrr79eW1tb+6rSdQh1U30YAMCRI0deWLNmjXo3Dg6jpKQkDB48GHv37u3W6KJ4DYKQngZCU1MTqqqqMHz48ChUpzyv14vNmzf7AGxVuhahbjERBgD+vW7dOvVsDRZhZrMZycnJXS5VEe9BENLdQPB6vdizZw+Ki4s1uxjdib766ivodLpPmVn77ayiT2IiDJi5saWl5WB5ebnSpUTN0KFDUVtb2+FCdhIE39VVIDAz9u7di8LCwrgYPRSyZs2auurq6heUrkOoX0yEAQC4XK4X33nnnRal64iWhIQEjB49GgcPHsSxY99dyVuCoH2dBcKBAweQlpam6Y1r2rN+/fpWAB8qXYdQv5gJA7fb/ebKlSvrla4jmhITEzFq1Cjs2bPn+K5oEgSday8Qqqqq0NzcjEGDBilbXJTt27cPXq/3W2Z2K12LUL+YCQNmPmKz2ariqakICMxOLi4uxtdffw2bzSZB0A1tA6Gqqgq1tbUYNWqUptceas/zzz9fb7PZ/qx0HSI2xEwYAIDT6fzjc889FxejitrKzMxEfn4+9u7di+LiYgmCbsjPz0dKSgoOHjyIkSNHIiEhpv7U+6y1tRVvvfWW2+fzvaV0LSI2xNQrxOPxvLlq1Sp3X5dsiDUulws1NTUYOXIk9u3bB7dbrvq7UlVVBbfbjSFDhmD37t2K7KmspHfffdfv9/vfYOb4erGIXoupMGDmFr/fv/a9996Lm5UX2/YR5ObmHm8yivSGOLGKmXHw4EG4XC6MGzcO/fr1U2xPZSX95S9/qbXb7dJEJLotpsIAAGw22yNPPPGE5tcqAtrvLM7IyMCYMWOwb9++qO6fHAt8Pl+o0xQlJSXHm4aU2lNZKeXl5aisrDzCzGVK1yJiR8yFATPvPXTo0OGyMm3/nXc2aiglJQXjxo1DZWVl2PdBiFXNzc3Yvn07MjIyMGzYsO91FsdTIDzxxBN1DofjAaXrELEl5sIAAOx2+72PPfZY+LcGU4nuDB81GAwYN24cmBk7d+5Ea2trlKtUD6fTiZ07d2Lo0KHo379/h6OG4iEQGhoa8M477zT6fL41StciYktMhoHf71/33nvvHaurq1O6lLDryTwCIsKQIUPQr18/bN++HQ6HI0pVqoPX68U333yDyspKjB8/HllZWV0+R+uBsGLFipaWlpanmFl7P5yIqJgMA2b2t7S0/GX58uWaWq+otxPKzGYzxo8fD6vVij179vR5g5xYcPToUZSWliIjIwNjx46FwWDo9nO1Ggh+vx9/+9vf6uvq6v6qdC0i9sRkGABAfX39008//XSDVppH+jqz2GAwYPTo0cjJyUFpaSmqqqqgxT0gmpubsXv3blRWVmLMmDEoKCjo1WQyLQbC+vXr/S0tLf9m5p5viCHiXsyGATPXt7S0vLBs2bKYX68onEtM5Obm4qSTTkJrayu2bdsGp9OpiQ5mr9eL8vJyfP3118jPz8fYsWORnJzcp2NqKRB8Ph9+85vfOG022x1K1yJiU8yGAQDU1tY+8Oc//7nuxIXcYkkk1hrS6/UYPHgwSkpKYLVaUVpaitra2pgMBY/Hg/Lycmzbtg16vR4TJ06EyWQK2/G1EggrV670NDQ0rGbmw0rXImJTTIcBMzc0Nzc/9PjjjzcqXUtvRHrRuZSUFIwaNQojR46Ew+HAtm3bUFNTExNvem63G/v370dpaSkSExMxadIkFBYWRmRZiVgPhJaWFvz+97932e32O5WuRcSumA4DAKirq3ti+fLlrlibgBXN1UdTUlJQXFyMkpISuN1ubN26FWVlZWhsVFeG+nw+2O12bN++Hfv27UNGRgYmTZqE/v37R3xtoVgOhGeffbbZ7Xb/nZlj60UgVIVisengRKmpqZcvWLDgL48++mim0rV0h9LLUPv9fjidTtTU1KC5uRkmkwkWiwXp6em9Xtlz8+bNmDx5co+f5/P54HQ6Ybfb0djYCJPJhIKCAqSmpvaqjr6qqalBTU0Nxo4dGxO7odXX1+Pkk0+usVqtw5hZXekuYope6QLCwe12r3j77bfvueWWWzIHDBigdDmdUjoIgMDGOWazGWazGT6fD7W1tTh8+DAaGxuRmpoKo9EIo9GIlJSUsH8i93q9qK+vR11dHVwuF/x+P7Kzs1FUVNSnMAqX/Px8AMDOnTtjIhAeffTRY263+0EJAtFXmrgyAIDExMQZF1xwwYrly5dnK11LR9QQBJ1hZjQ1NcHlcsHlcsHtdoOIkJqaitTUVCQlJR3/0uv10Ol0SEhIABFh06ZNmDRpEvx+P3w+H1pbW9HS0oLW1lY0NzejsbERzc3N0Ov1SE9PPx44iYmJSv/Y7YqFKwSbzYYzzzzzsM1mGyqrk4q+0kwYEBHl5uZuW7NmzfiSkhKly/ketQdBR3w+H5qamtDU1HT8Db6lpQVerxd+vx9+v/94iKSlpR0PCIPBgKSkJBgMBiQnJyMtLQ1JSUmKf/LvCbUHwk033VT32muvLXS73a8oXYuIfZoJAwAgotPOPPPMd955550cpWtpK1aDoCd622egdmoNhPLycpx77rnf2my2kcysvdmFIupifjRRW8z85b59+7586623vErXEhIPQaBlahxlxMy45pprnA6H42oJAhEumgoDALDb7VcsXrzYoYZF2yQItEFtgfD888+3lJeXv+Xz+T5VuhahHZoLA2auraurW7Ro0SJF12eRINAWtQTCoUOH8Mc//tFmt9t/qVgRQpM0FwYA4Ha739y2bdsXb775piLNRRIE2qR0IDAzrr76aqfT6byEmZuiXoDQNE2GAQDY7fbL77jjjqg3F0kQaJuSgfDcc8+1HDp0aI3X6/0sqicWcUGzYcDMzrq6uoXXX3991JqLJAjigxKBUF5ejoceeshqt9tvjMoJRdzRbBgAgNvtXrN9+/bPVq9eHfHmIgmC+BLNQPD7/fjFL37htNls0jwkIkbTYQAERhctWbLEYbfbI3YOCYL4FK1AePbZZ5srKireYObPI3YSEfc0HwbMfLSuru66a6+91hWJCXYSBPEt0oFw4MABPPzwwzaHw3Fz2A8uRBuaDwMAcLvda3fu3PnmQw89FNbFvCQIBBC5QKivr8ecOXNq7Xb7xczsDtuBhWhHXIQBADgcjmufeeaZ3e+++25Y+g8kCERb4Q4En8+Hyy677KjNZruJmbeGoUQhOhU3YcDMXofDcf7NN99cvWfPnj4dS4JAtCecgXDPPfcc27179/KGhoaXw1SeEJ2KmzAAAsNN7Xb7+fPmzXM4nc5eHUOCQHQmHIHw2muveVauXLnZ4XD8b5jLE6JDcRUGAMDMu20229Vz58496vH0bAl4CQLRHX0JhG3btuHOO++scDgcF8oidCKa4i4MgECH8oEDB/7yv//7v/XdfY4EgeiJ3gRCTU0NLr30UpvD4TiHmRsiXKIQ3xGXYQAATqfzvnfffffTZcuWtXT1WAkC0Rs9CYTm5mbMnj3babfbFzDzwSiVKMRxcRsGzMwOh+NnS5cuPfj55593OAFBgkD0RXcCgZlx3XXXuaqqqn7X2tr6YZRLFAJAHIcBADCz2+Fw/OjKK6+sKi0t/d79EgQiHDoLBGbG4sWLGz7//PM3XS7XYwqVKER8hwEAMHOV3W6fOnfu3CO7du06frsEgQinjgLh3nvvPfbmm2++63A4/oe1tAetiDlxHwYAwMwHbTbb9NmzZ9fs27dPgkBExImB8OCDDza+/PLLHzocjktk5JBQmoRBEDN/U1NT86OLL77Y8fHHH0sQiIgIBcLdd9/te/755z93OByzJQiEGkgYtMHMu44cOXL2nXfeaT94UAZ0iMhYvnx54xtvvLHB4XDMZGZFduMT4kQSBidg5h1Hjhw56yc/+UnN119/rXQ5QkOYGffdd9+xZ5999kOr1XoeM/ds1qMQESRh0A5m3m21Wqf+9Kc/PdLeKCMheoqZsWTJkoYVK1b8y+FwXCxXBEJtJAw6wMzf2my2M3/2s59VbtiwQdp0Ra95PB7ccMMN9atWrXrL4XDMZ+bobp4sRDdIGHSCmQ/a7fZTrr766t1///vfm2Xkn+gpp9OJ888//+j69esfczgcl0tnsVArCYMuMHO1w+E4+aGHHlq/cOHCutbWVqVLEjFiz549mDZtmmPXrl1X1tbW3ivzCISaSRh0AzM3OxyOn77//vt/Ovfcc50Oh0PpkoTKrVu3znvhhRcePnz48DS3271W6XqE6IqEQTcxM9fW1i7ds2fPZdOmTXPs3LlT6ZKECjEz/vCHPzTdfPPN2+x2+wRm3q10TUJ0h4RBDzU3N/+rqqrqjIsvvvjQmjVrZESIOK6pqQkLFixwPf/88ysdDsfpzNy7HZSEUICEQS8w8zcOh2PCr371q00PPPDAMb9f+gTjXWVlJaZPn+7cuHHjnTab7RcydFTEGgmDXmJml8Ph+MGLL764YsaMGUerqqqULkko5K233vKeffbZNWVlZRe6XK6nlK5HiN6QMOgDZvbZbLaFW7Zs+dn06dOPvPjii60yYCR+1NbWYv78+Udvv/32961W6xiv1/u50jUJ0VsSBmHQ2tr6gc1mG/nAAw+8ccEFFxw9cuSI0iWJCFu7dq33jDPOsG7YsOEaq9V6ATPXKl2TEH0hYRAmzNxgs9ku2bRp09yzzjrryIoVK+QqQYOcTicWLFjg+tWvfvXvmpqa0U1NTW8oXZMQ4SBhEGatra3/Z7PZRv72t79dPXPmzKPV1dVKlyTC5O233/aefvrp1o8//vhaq9U6Q64GhJZIGEQAMzdYrdYFX3311fxp06Ydeemll+QqIYY5nU5ccsklrttuu+2DmpqaMU1NTa8rXZMQ4SZhEEEej+d9m8026v777189bdo0x6ZNm5QuSfRAS0sLnnjiieYpU6bUfPTRR9fZbLbzmVmmnwtN0itdgNYxcz2ABUQ0+rLLLnuquLh49EMPPWQqLi5WujTRAZ/Ph1deecWzdOlSl9vtfuro0aN/ZOYmpesSIpIkDKKEmXcBmEpEZ8yaNeupM844o/CBBx7ILiwsVLo0EcTMWL9+vf/OO+90Hjt2bJXdbr9LZhGLeEHSlh19RER6vf6C7OzsJy666KKcJUuWZJpMJqXL6pPNmzdj8uTJSpfRaxs3bsTtt9/usNvtH1ut1luZuVLpmoSIJgkDBRGRLjU19fL09PTfXXXVVcabbropNS0tTemyeiVWw2DXrl1YvHhxbVlZ2U6r1bqQmfcqXZMQSpAwUAEiSjIajTcbDIbb5s2bl7Zo0aL0goICpcvqkVgKA2bGJ598gj/96U+OsrKyCqvVegMzf6l0XUIoScJARYjIkJycvCAzM/Ouk046KWfx4sWmSZMmKV1Wt8RCGLjdbqxcudLz+OOPu5qamj6zWq33M/N2pesSQg0kDFSIiAjAlPz8/N9mZmaOW7RokXHOnDmJ6enpSpfWITWHwb59+/D3v/+9bt26dW6Px7PM6XQ+xsx2pesSQk0kDFSOiAqys7MXJiYm/mLatGmpixYtyp4wYQICeaEeaguDpqYmrFmzxvfXv/7VWVtbu99ms/3B7/evk6WlhWifhEGMIKIEANMLCgruMBgM42fOnJl80UUXZUyaNAkJCcrPHVRDGLhcLvz73//m119/3VFaWurxer0rnE7nk8x8WNHChIgBEgYxiIjSAPyoX79+V/l8vilTpkzRzZkzJ2f69OlQajSSUmFQXl6Ot99+u2XVqlV1NTU19R6PZ5XT6XwVwA7ZgF6I7pMwiHHBK4ZTLBbLpUR04eDBg1Pmzp2bPWPGDH00RyRFKwx8Ph+2bNmCNWvWNKxbt665tbX1oMvlWu52u9cws6wdLkQvSRhoDBENycjImJ2WlnZZSkpKwcSJExPOOOMM40knnaQrKSlBUlJSRM4bqTCw2+0oLS3Fpk2bmr744otj3377LSckJGysrq5+AcD/MXNj2E8qRBySMNAwIkoBMC45OfnUnJycs71e77jU1NS0k046iU4//XTjxIkT9SUlJUhOTu7zucIRBjab7Ttv/AcOHGAAVr/f/7nVav0IwBYAB6X5R4jwkzCIM0SUDGBcUlLSKWaz+Wyv1zshJSUlbcCAAVxUVKQbMGBAav/+/VMKCgqQxFB2+wAAAm9JREFUl5eH/Px8mEymLjupuwqDlpYWWK1W1NTUhL58FRUVjRUVFS2VlZV85MgREFG1z+f73Gazhd74y+WNX4jokDAQIKIkAP0BFAAoSE5OLsrKyhqm1+sHMXM/r9ebo9frE1NSUnRms9mflJREiYmJ0Ov1SExMJL1eT263O12n0zV4PB72er3weDzc0NBATqeTPB6Ph5nder3eCqCyubl5v9Pp3M/M1QBCX1Z54xdCORIGotuIyADAAsCAwIq3oa9EAH4AXgCe4H+9ABoBOJnZr0jBQohukzAQQgghO50JIYSQMBBCCAEJAyGEEJAwEEIIAQkDIYQQkDAQQggBCQMhhBCQMBBCCAEJA9EGEeUT0atEtJ+IdhPRu0Q0nohKg19OIjoY/P7/2nn+MiKyEdHXJ9z+EBHtJaIdRPQmERmj91MJIbpDZiALAMf3Xf4CwHJmfjp42wQAGcz8afDfLwB4h5lXdXCMqQCOAXiRmce0uf1cAB8ys5eI/ggAzPzrSP48QoiekSsDETIdgCcUBADAzKWhIOgOZv4EgLOd299vs/fwlwAK+1qsECK8JAxEyBgElo2OtF8A+FcUziOE6AEJAxE1RHQXAquZvqR0LUKI75IwECG7AEyK1MGJ6AoAMwFcKvsWCKE+EgYi5EMASUR0TegGIjqZiKb19cBEdD6AXwO4kJmb+no8IUT4SRgIAEDw0/rFAM4JDi3dBeA+AEe6ewwiegXARgDFRFRJRFcH73oSQAaAfweHpT7d4UGEEIqQoaVCCCHkykAIIYSEgRBCCEgYCCGEgISBEEIISBgIIYSAhIEQQghIGAghhADw///JEw9E+LvOAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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f66xwZn4XwNMA/k1Eu+Dv32/79/IIEe2AvwvneACzAsM/jQAeJaK9RFQI/zebm7v4P7o78Po/BNB2OOvLAJYQ0XYiGtHF9seQ0TsRQkQZFovlgdTU1F888MAD5p/+9Kc6LXXhqHX0Tl/U1tbi4YcfbnjttdecdXV1t7a2tm6Q6aIji4hSmPlIoAvoawCnBPr3RT9J6IcZEenNZvOShISEW5ctW2a69NJLjeGY+0ZpWgr9oMrKStxzzz21n376aYXNZruMmQuVrilWENGnAEzwD1V8mJlXK1qQhkjohxERjbZarevmzZs37O67705JSNBuV7EWQz9o7969uOqqq5w2m21VTU3NnV1dpSm0JXCV7y/a3f0aMz8Q4uM8DeCUdnc/ycz/DOVxAAn9sCAifUZGxlKTyXTbc889lzllypTuN4pyWg59APB4PHj88cebVq5cWWG32+cy8w6laxKiL+REbogR0Uir1frNggULlm3evDkmAj8WGAwGLF26NOnNN98cOWbMmI8tFsvDgREVQkQVCf0QISKd2Wz+3bBhwza//PLLEx988MFULXfnxKqxY8fiiy++MF9//fU3Wq3WXUQ0UemahOgNCf0QCLbu58+ff+fmzZstU6f25poNEW3atPpHBVr9f5RWv4gWEvr9ZDKZbhg6dOjml156adJDDz0krfsYEmj1Z1577bU3WSyWnYGpeYVQNQn9PiIig9VqXXXyySc/tHnzZouWT2KKzhkMBtx+++1Jr776at6AAQP+FxcXN0vpmoToioR+HxCR2WKx/Pe6666b9+KLL5rUNre9iLwpU6bg448/zho1atS6jIyMrq6wFEJREvq9RET5Vqu1cMWKFZOXLl2arKWrakX/5OTk4OOPPzbPmDHjvqysrLXSzy/USEK/FxITEy8cPHjwZ2+++ebg8847T+ZlEcdISEjAmjVr0hctWnSxxWL5HxFZlK5JiLYk9HuAiCgzM/O+8ePH//Ozzz6zjB07VumShIoREX77298m/fWvf51ktVq3y7BOoSYS+t0gokSLxfLW7Nmzb3nvvffMZrNZ6ZJElDj77LP177zzzqDjjjvuo6SkpK7mTBciYiT0u0BEJovF8tWyZct+smLFijSjUbpoRe+MHj0an332mWXChAkrMzMzlypdjxAS+p0gokyLxbL58ccfH3vNNdfImoWiz0wmE95+++2MSZMmLbNYLN2t7iREWEnod4CIsiwWy/+efvrpURdeeKGcsBX9FhcXh1dffdV0wgkn/DZwBa8M+xKKkNBvh4hyLRbLV88+++zwc845R3sT3wvFGI1GrF27Nn3GjBk3WK3WFRL8QgkS+m0QUXZWVtbXv//974eedtpp8n8jQk6v1+Oxxx5LP+GEE26wWq1PKF2PiD0SbAFEZLFYLF+uXLlywNlnn42dO3fC6/UqXZbQmNraWhw4cADPPvus4ZRTTrnSarU+pHRNIrZI6OPoKJ0vnnnmmaEzZ87U5eTkICcnR4JfhER9fT3Wr1+P2bNnY8WKFZgwYQISExPx3HPPpU+bNu2GzMzMu5WuUcSOmD9JSUSpFovlyyeeeGLEWWeddbQPPycnBwCwc+dOTJgwAVpc11aEj8/nw0cffYTPP/8c27Ztww8//ICmpiYYjUbEx/sHg+n1evzrX/8yzZs371az2exyOp2PKly2iAEx3dInIp3FYnnr/vvvHzV79uxjPgClxS/66v3338eTTz6JLVu24IcffoDL5UJycjKuuuqqHz3PaDTi5ZdfNg0fPvyOxMTECxQqV8SQmA59i8Xy+CWXXDJ1/vz5nV51JcEv+mLatGk4/fTTodPpYLFYkJSUhNGjR+OMM8445rnx8fF47bXXMqxW6yoikjk+RFjFbOinpaX9cuzYsVcuX748pbvnSvCL3jIYDNi9ezcaGxthsVgwfPhwnHDCCUhJ6fjPzWw245VXXrFYrdb3iUjm+hBhE5OhT0RTrVbrEy+88IJJp+vZf4EEv+gpp9OJ2267Dfv370d+fj5OO+00GAwGnHbaaV1ul5+fjyeeeCLXYrFsIqKYP98mwiPm/rCIKCcrK+vN9evXZ6alpfVqWzm5K7rjdDqxePHio4H/xz/+ES0tLZg8eTJOP/30brc///zzDd99913+s88++w8AV4e9YBFzYqqlT0TxFovlg3/84x85w4b1bTlTafGLznQU+Onp6cjKysJZZ52Fnl6Au3Tp0uSpU6debDKZFoa5ZBGDYib0yX/11Uu33nrryNNPP71fr1uCX7TXWeD3BRFh1apVppycnPsNBsMpIS5VxLiYCf2MjIzbzzjjjDMWLlwYkgVtJfhFUNvAHzduXL8CPygpKQmvv/66OSsraz0RDQlRqULERugT0fEDBgxY/NRTT6WHco4rCX7RPvAfeuihfgd+0MCBA7F69eosq9X6NhHJCSQREpoPfSJKsFqtr6xZs8YcFxcX8v1L8MeutqN0Qh34QSeeeCJdcsklwzIyMn4X0h2LmKX50LdYLI/cdNNNuSNHjgzbMST4Y08w8A8cOBCyLp3O3H333SkZGRm/JaK8sBxAxBRNhz4RnZCbm3vpjTfemBDuY0nwx46OAr+3w397Iz4+HqtWrbJYrdZ10s0j+kuzod+2WydS4+kl+LWvbeCPHz8+7IEfVFBQgPnz5w81m83Lwn4woWmaDX2r1frYzTffnD18+PCIHleCX7vaB/5DDz0UkcAPuuuuu1JMJtMtRDQmYgcVmqPJ0Ceik3Jzc+cvWrQoJMMze0uCX3uUDnzgaDdPpsViWS/dPKKvNBf6gW6dl1avXm3u6bw64SDBrx01NTVHA3/ChAmKBH5QQUEBLrvssiFms/lORQoQUU9zoW+xWB6/5ZZbIt6t0xEJ/uhXU1ODxYsXqyLwg+68886UjIyM38g0zKIvNBX6RJRnsVjmheqq21CQ4I9eHQV+amqq0mUhLi4OK1euzMzKylqjdC0i+mhqls2srKynH3vssUwlu3U6Eu2zc3q9XrhcLrS0tBy9eTwe+Hw+eL1e2Gw26HQ67NmzB3q9HjqdDnFxcYiPj0dcXBwSEhKQkJDQ4wnH1CDYpVNcXKyqwA+aMmUKCgoKRuj1+ller/cTpesR0YOYWekaQoKIjj/ppJPe27RpU6bStXSmqqoKVVVVqg5+r9eL+vp61NXV4ciRI2huboZOp0NiYiLi4+OP3gwGw9GA9/l82L17N8aNG3f0g6C1tRUtLS1obW1Fc3Pz0f0kJSUhNTUVJpMJSUlJqvwgUHvgB+3fvx8//elP99pstnzWyhtZhJ1mWvpZWVl/e+SRR1Qb+IA6W/zMjMbGRjgcDhw+fBg+nw9paWlIT09HdnZ2j1voer2+01WhgrxeLxobG1FfX4+SkhI0NTUhKSkJmZmZyMzMhNHY6aqVEeNwOLB48WLVBz4AjBgxAmeeeWbu66+/PgfAOqXrEdFBEy19vV5/1rnnnvvKiy++mKF0LT2hhhZ/Y2Mjqqur4XQ6kZCQAKvVCrPZ3Ofg3bp1K6ZNm9arbYIfODU1NXA4HDAajbBarcjKylLk/yWaAj+oqqoKM2bMOGiz2UYys0fpeoT6RX3oE5HOarXu+fDDD0cPHTpU6XJ6TIng9/l8sNvtqKyshE6nQ05ODjIzM0Ny/L6Efnsulws2mw02mw3p6ekYMGBAt98eQsXhcOC2225DSUlJ1AR+0F133XVk9erVSxsaGp5RuhahflEf+omJiZfOmzfvrytWrAjPbFdhFKng93g8qKysRFVVFTIzM5Gbm4vExNAOcApF6AcxM5xOJyoqKuDz+TBkyBCYTKaw9f9Hc+ADQF1dHY4//vgqm802nJldStcj1E1dw1x6iYiMqampf7z77rujLvCB8A/n9Hq9OHjwILZv3w7AP+Jj+PDhIQ/8UCMiZGZmYsKECRg5ciQqKyuxY8cOHD58OOTHstvtUR34AJCeno5FixalZ2RkLFW6FqF+UR36qampiy6//HKz1WpVupQ+C0fwMzOqq6vxzTffQK/XY8qUKRg8eLAqThz3VnJyMvLz8zF69GhUVlZi586daGpqCsm+7XY7Fi9ejJKSEkycODEqAz/ohhtuSExISLiRiKLivJZQTtSGPhHFJyUl3X7LLbckK11Lf4Uy+BsaGlBYWIj6+noUFBRg0KBBURn27SUlJSE/Px+DBw/G3r17sX///n79X7UP/AcffDBqAx8AEhISsGzZMpPFYvm90rUIdYva0E9MTFwwf/78FKUviQ+V/ga/z+dDcXExioqKMHr0aIwaNUoVQyBDzWQyYfLkyUhMTMT27dtRV1fX63207dLRQuAHzZ8/32gwGC4lorCvHyGiV1SGPhFRamrqHQsXLozM0I4I6WvwHzlyBIWFhdDr9Zg0aRKSk6P+y0+XiAgDBgzAuHHjUFJSgqKioh7/fwUD/+DBg5g0aZJmAh/wT89w+eWXJyclJV2hdC1CvaIy9AGcPHXqVHPwYict6W3wV1VVYd++fRg9ejSGDBkCtU1BEU6JiYmYOHEiEhISsGPHDjQ3N3f5/PaB/8ADD2gm8IOuu+665JSUlN+RGi91FqoQlQmRk5PzhyVLlqj66tv+6Enw+3w+fP/996ipqcGkSZMiNp5dbYgIgwYNwogRI7Bz5044nc4On6flFn5bVqsV06dPNwGYqXQtQp2iLvSJaKDJZJowZcoUpUsJq66C3+1249tvv0ViYiLy8/NhMGhmNo0+S09Px6RJk1BaWory8vIfPdZR4Gv5Q/LWW2815+Tk3Kd0HUKdoi70zWbzr3/961/HxLC0joK/ubkZ3377LQYNGoTBgwercsIypcTFxWHixImora3FgQMHwMwxF/gAMGnSJKSlpY0lIu31f4p+i6rQJyKdwWC48uKLL46Zpm3b4G9oaMDOnTsxcuRIWCwWpUtTJZ1Oh/z8fHi9XmzevPlo4BcUFMRE4ActXLjQZDKZFipdh1CfqAp9AGedeeaZiVofndJeTk4OzGYztm/fjry8PKSnR+UFyBFDREhLS8Of//xnFBcXHz1pGyuBDwBz5841xsXFXUNE0fYeF2EWVX8Qubm5yxYuXGhSuo5Ia25uhs1mw5AhQ3DgwAFZgasbNpsNS5Ysgc1mw6hRo3D11Vdrfhhre6mpqZg5c2YSgNOVrkWoS9SEPhFlJCUl5U+cOFHpUiKqtbUV3333HUaPHo2hQ4fK0ovdsNlsP+rSefLJJ5GcnIzi4mKlS4u466+/PiM3N3ex0nUIdYma0DcajefNnTs3ppprPp8Pu3btwvDhw48uxi1r7nYuGPilpaUoKCg4Og5/5MiRcLlcqKysVLrEiJo6dSqYeRoRxcw5MNG9qAl9q9V61QUXXJCkdB2RwszYt28fsrKyYDabf/SYBP+x2gd+25O2RIQxY8agsrIStbW1ClcaOUSEGTNm6AGconQtQj2iIvSJKA7AhHHjxildSsSUlZVBr9dj4MCBHT4uwf9/qqurjwn89n34er0e48aNww8//NDtlbtaMnfuXHN2dvZlStch1CMqQh/AaWeccYYxVsak19fXw263Y+TIkV0+T4LfH/iLFy/uMvCD4uPjMWrUKOzduxfRvnhQT82YMQPMfJ7SdQj1iIrQz8nJuWLOnDkxcUGWx+PB999/j7Fjx/ZoHp1YDv62LfzJkyd3GfhBJpMJJpMJBw8ejFCVykpISMDo0aPjiChP6VqEOqg+9ImIfD7fT045JTa6JYuKijB48OBerW4Vi8EfDPxDhw5h8uTJeOCBB3o8LPO4445DbW1tn6ZljkaXXHKJOT09fZ7SdQh1UH3oAxg3fvx4Y1xcnNJ1hN3hw4fhdruRnZ3d621jKfjbBv6UKVN6FfiA/wRnXl4eioqK4PP5wlipOpx77rn6hISEBUrXIdRB9aGfkZFxybx58zQ7o2aQ1+vF/v37MWrUqD7vIxaCv33g33///X268CoxMREWiwWHDh0KQ5XqYrVakZGRYSEimbtDqD/04+Li5p1zzjmqr7O/SktLkZ2djYSE/i16pOXgD1XgBw0ePBgOhwMulyuEVarTnDlzUuLi4mYrXYdQnqrDlIisFoslIyND2+dwW1paUFNT0+nwzN7SYvBXVVXh1ltv7XOXTkd0Oh2GDTgEWWYAACAASURBVBsWE1frzp49O9FisciKWkLdoQ/g+BkzZsQrXUS4HTx4EMcdd1xIV73SUvBXVVXhtttuQ1lZ2dHAT0oKzXV6ZrMZbrcbR44cCcn+1GrMmDHweDxjlK5DKE/VoW82m0876aSTtLHyeSeamppw5MiRsEyVrIXgbxv4U6dODWngB8VCa5+IkJWVpZd+faHq0E9ISJg5adIkpcsIq9LSUgwdOjRsi6FEc/C3D/z7778/5IEPAGlpaSAi1NfXh3zfajJ9+vR4ANpeck50S9Wh7/V6hx533HFKlxE2ra2taGxsRLjPWURj8Ecq8IMGDx6MsrKysO1fDU466aT09PT02LjgRXRKtaFPRFnZ2dl6LU+9UF5ejoEDB0ZkycNoCv5IBz7gb+03Nzdrel6eSZMmITk5+XSl6xDKUm3oA5ga+DqqST6fDw6HA1lZWRE7ZjQEvxKBD/j7vAcOHHjMoupaMnz4cHg8nq4ndBKap9rQN5lMp5500kmaXRewpqYGZrM5pCN2ekLNwV9ZWalI4AdZrVY4nU7NTsam0+lgtVoNRKT5ix1F51Qb+klJSTMLCgqULiNsqqur+zTdQiioMfgrKyuxePFixQIf8Idieno6Dh8+HNHjRtKJJ54YBzmZG9NUG/oej2fE0KFDlS4jLNxuN1paWhRdqFtNwa+GwA/Kzs5GdXW1IseOhOnTp6enpaWdrHQdQjmqDH0ismZnZ+u0ehLX4XDAarUqXYYqgl9NgQ/4T+geOXJEsxOxFRQUUEpKyiyl6xDKUWXoA8ibOHGiXukiwqWmpgaZmeroVlUy+NUW+ID/hK7JZNLstMsjRoyAx+MZrnQdQjlqDf3cIUOG9HxC+Sji8/ngcrkUD7e2lAj+iooK1QV+kNlsRk1NjdJlhIVOp4PBYDAqXYdQjipDPyEhYdCgQYPUkQAhVl9fj/T09IiMze+NSAZ/RUUFlixZgrKyMkybNk1VgQ/4V9fS8gLqCQkJ+sC60yIGqTL0TSbTqJycHKXLCIva2lqYTCaly+hQJIK/feAvX75cVYEP+BdR1+v1cLvdSpcSFtnZ2QxAmaFjQnGqDH29Xj9UqeGM4dbQ0IDU1FSly+hUOIO/bZeOWgM/KC0tTbNz8QwaNEgPYIDSdQhlqDL0fT7fgNzcXKXLCDlmRnNzc78XSgm3cAR/MPDLy8tV2aXTXlpaGhoaGpQuIyyGDBkSD0B7bzDRI2oN/Qyz2ax0GSHX0tKC+Ph41fXndySUwV9eXn5M4Pdm4XclpKamaralP3jw4GS9Xi8t/RilytDX6/Vx0RCMvdXU1NTv1Z4iKRTBX15ejiVLlqC8vBzHH398VAQ+AMTHx6O1tVXpMsIiJyeHMjMz+74Ys4hqqgt9IopPTEzU5Bh9l8sVFYHXVn+Cv33gL1++PGpef7DRocWLtHJycmA0GocpXYdQhupCH0BOYHSB5kRj6AN9C/62XTrRFvhBCQkJaGlpUbqMkMvOzgYzh2ZBZhF1VBn6gwYNUmNd/RYNJ3E705vgDwZ+RUVF1AY+4A99Lc6vb7Va4fF4lJ8HRChCjeGalJqaqsnuHY/HA6Mxei+G7EnwayXwAcBoNGpyrL7BYAARafI9JrrXbegTUQ4RvUxE+4loNxG9S0STiKgwcHMSUXHg5393sP0qIrIR0Xft7i8gov8FtttKRCcEHjIYjUY1fhj1m8fjgV4f3e+1roJfS4EP+EPf4/EoXUZYUJuREiF4j5uIaB0R7SWiPUQ0PbKvRvSGoasHA38YGwCsYeb5gfsKAKQxc0Hg99UA3mbmdZ3sZjWApwA83+7+hwHcx8zvEdF5gd9PB2AwGAzaG7oToIVRScGrpXfu3IkJEyZAr9fDbrfjscceOxr4999/f9R2ZQUZDAa4XC6lywiL4N9hiN7jTwLYxMxzA9M7qPcCDNF16AOYBcDNzH8L3sHMhb05ADN/TkRDO3oIQFrg53QAFcGatNrS15L2wf/WW29pKvAB/3QMSq81EEbB1ke/3uNElAZgBoBfBbZtBaDNsa4a0V3ojwewLUzHvgXA+0T0KPzdTMGFHST0o0Qw+L/++mtMmTIFkydPxuWXX66JwAe08a2sM226d/r7Hh8OwA7gn0Q0KbCvm5m5sZ8lijDpLvTDaSGA3zLzeiKaB+A5AD8BQDU1NXFbt25VsLTwaGpqgtZel9frRUtLC0aOHInk5GR899133W8UJTweD7xeL5xOp9KlhJxerw/VVYIG+JdfvImZvyKiJwHcDuDuEO1fhFh3ob8LwNwwHftKADcHfn4NwLOBnz3p6enN06ZNU24twTDZunUrpk2bpnQZIVNbW4uioiJMnz4d27dvh9FoPNrHrwU1NTWoq6vD8OHaW3PE4/EcCfzY3/d4GYAyZv4q8Ps6+ENfqFR33SgfA4gnomuDdxDR8UQ0MwTHrgAQ3M8ZAH4I/Oxxu93auwxSY4KBP2HCBMTHx8NgMCi+9GKo+Xw+6HTa7GlkPnr9Y7/e48xcBeAQEeUF7joTwO5Q1ipCq8u/aPb/ZVwM4KzAcK5dAO7F/5107RYRvQRgM4A8IiojomsCD10L4DEi2gHgQQDXBe73uN1uTV6RC/zozRa12gd+kBrW3A2laL+uoiuB93ZI3uMAbgLwAhF9C6AA/vezUKlu+/SZuQLAvC4e/1U32y/o5P4vAEzt4CG3Vlv6er0ePp8vqrs/Ogv8oI6Gc0Yrt9vd4WvUiKOtjxC8xwsBaKffUuPU+N21pampSZOhbzAYovoKz+4CP0grLX63263Jlr7P5wMza/I9JrqnxtCvrqioiN6k6EI0z+XS08AP0kLwB9c/0Bqn0wm9Xq+9IUmiR9QY+pWVlZWaHCCdmJgYlVd49jbwg6I9+KN1VtTuVFZWQqfT9abPXmiI6kKfmZsaGxs1+dUzGkO/r4EfFK3Bz8yaHb1TXV0Nj8dTrHQdQhmq/Iv2eDxuLYxyaS8xMRFNTU1Kl9Fj/Q38oGgMfrfbjbi4OKXLCIuqqirU1tYWKV2HUIYqQ1+n09XV1dUpXUbIRVNLP1SBHxRtwd/Q0IDU1FSlywiLsrKyppaWljKl6xDKUGvoV1RVVSldRsgREeLi4lS/GlOoAz8omoK/vr5es6FfWlraDKBS6TqEMlQZ+j6f72B1dbXSZYRFamoqGhoalC6jU+EK/KBoCf6GhgakpaV1/8QoVFZW5kHvLr4SGqLK0K+vry/SYksfANLT06HWrqtwB36Q2oPf5/Npdrgm4B+9A2npxyxVhn5jY2NpeXl5dA5o74bJZMLhw4eVLuMYkQr8IDUHf319vWZb+QDQ1NTEzKzJ95fonipDH0BlaWlpdJzx7CW9Xg+j0aiqi7QiHfhBag3+mpoaZGZmKl1GWDAz3NF8WbjoN7WGftGuXbs0+4eZmZmJmpoapcsAoFzgB6kx+Gtra2EymZQuIywOHToEg8FQrnQdQjlqDf3yQ4cOsRbH6gOAxWKB3W5XugzFAz9ITcHf2NiIuLg4GAxKri8UPoWFhWhubv6P0nUI5agy9JmZiagscMJJc4LLCSrZxaOWwA9SS/BXV1cjOztbseOH29dff93gdDo/V7oOoRxVhj4AuN3uLwoLe7UGe1TJzs6GUsNS1Rb4QUoHPzNruj8fAP773/+6EL51r0UUUG3oOxyOz77++usj3T8zOlmtVtjt9ogvqqLWwA9SMvgPHz6MtLS0qF4DoCvMjPLycl9g/nwRo1Qb+gC2bd68OXomquklg8GA9PT0iJ7QVXvgBykV/GVlZRg0aFDEjhdp5eXl0Ov1h5SuQyhLzaF/qLS0VJtncgMGDhyIsrLITIESLYEfFOngb2xsBAAkJyeH/VhKKSwsRGtrq/TnxzjVhn5g6I4m5+AJSkpKgsFgCPu0DNEW+EGRDP5Dhw5pupUP+E/iOhwOGbkT41Qb+gDg9Xo1fTIXAIYMGYLi4vBNbR6tgR8UieBvampCU1MTMjIywrJ/tZCTuAJQeejbbLZPt2zZ0qh0HeGUlpYGnU6H2trakO872gM/KNzBX1JSgmHDhoFIkwu2AfCfxD106BADkAuzYpyqQx/Als8++0yzJ3ODhg0bhuLi4pCO5NFK4AeFK/gbGhrgdrs138o/ePAgdDrdQc1e8Sh6TNWhz8yHSktLXcGTbFqVnJyMpKQk2Gy2kOxPa4EfFOrgZ2bs378fw4cPD0F16rZp06bW+vr6F5WuQyhP1aEPAMz8xieffKJ0GWE3fPhwlJaWor9zYWk18INCGfxVVVVITk7W7GIpbb366qt1jY2NG5SuQyhP9aFvt9tfWrdunTpmJwsjo9HY75O6Wg/8oFAEf2trK8rKyjBs2LAQV6c+9fX1KC8vP8LMpUrXIpSn+tAH8PXmzZu9Pp9P6TrCLisrC83NzX2abz9WAj+oP8HPzCgqKsLQoUM1O7FaWx999BF7PJ7Xla5DqIPqQ5+ZvXq9fvO2bdofaUZEyMvLQ1FRUa+6eWIt8IP6GvxVVVXQ6XSwWq1hrE49XnvttZqampqXla5DqIPqQx8AKioqVm/cuFG9C8uGUHx8PIYNG4a9e/f2aDRPrAZ+UG+Dv6mpCeXl5Rg1alQEqlOex+PB1q1bvQC+UboWoQ5REfoAPnznnXfUs9RUmFksFiQkJHQ7RUOsB35QT4Pf4/Fgz549yMvL0+ykau199dVX0Ov1/2Fm7fePih6JitBn5saWlpbikpISpUuJmBEjRqCmpqbTCdkk8H+su+BnZuzduxeDBg2KidE6QRs3bqyrrKxcrXQdQj2iIvQBoLa29vm33367Rek6IkWn02HcuHEoLi7GkSM/nmFaAr9jXQX/gQMHkJycrOkFUjqyadOmVgAfK12HUI+oCX2Xy7XhlVdeqVe6jkgyGo0YO3Ys9uzZc3SVLQn8rnUU/OXl5WhubsbQoUOVLS7C9u3bB4/H8wMzu5SuRahH1IQ+M1fYbLbyWOriAfxX6+bl5eG7776DzWaTwO+BtsFfXl6OmpoajB07VtNz63Tkueeeq7fZbH9Wug6hLlET+gDgdDr/9Oyzz8bEKJ620tLSkJOTg7179yIvL08CvwdycnKQmJiI4uJijBkzBjpdVP2p91trayveeOMNl9frfUPpWoS6RNU7we12b1i3bp2rv1MVRJva2lpUVVVhzJgx2LdvH1wu+bbenfLycrhcLgwfPhy7d+9WdLF1Jbz77rs+n8+3nplj680iuhVVoc/MLT6f7833338/ZmYKbNuHn5WVdbSrJ9wLr0QrZkZxcTFqa2sxceJEDBgwQNHF1pXyl7/8pcZut0vXjjhGVIU+ANhstsdWrFih+bl4gI5P2qampmL8+PHYt29fRNfXjQZerzd48hL5+flHu3SUXGxdCSUlJSgrK6tg5iKlaxHqE3Whz8x7Dx48eKioSNt/z12N0klMTMTEiRNRVlYW8nn4o1VzczN27NiB1NRUjBw58piTtrEU/CtWrKhzOBzLla5DqFPUhT4A2O32e5544onQLzWlEj0ZlhkXF4eJEyeCmbFz5060trZGuEr1cDqd2LlzJ0aMGIGBAwd2OkonFoK/oaEBb7/9dqPX692odC1CnaIy9H0+3zvvv//+kbq6OqVLCbnejMMnIgwfPhwDBgzAjh074HA4IlSlOng8Hnz//fcoKyvDpEmTkJ6e3u02Wg/+tWvXtrS0tDzDzNp7cSIkojL0mdnX0tLylzVr1mhqPp6+XnhlsVgwadIkVFdXY8+ePf1eiCUaHD58GIWFhUhNTcWECRMQFxfX4221Gvw+nw9//etf6+vq6p5WuhahXlEZ+gBQX1//t7/97W8NWunW6O+VtnFxcRg3bhwyMzNRWFiI8vJyaHENgubmZuzevRtlZWUYP348cnNz+3TRlRaDf9OmTb6WlpYPmbn3CzKImBG1oc/M9S0tLatXrVoV9fPxhHJqhaysLEyePBmtra3Yvn07nE6nJk70ejwelJSU4LvvvkNOTg4mTJiAhISEfu1TS8Hv9Xpx1113OW022+1K1yLULWpDHwBqamqW//nPf65rPyFZNAnHXDoGgwHDhg1Dfn4+qqurUVhYiJqamqgMf7fbjZKSEmzfvh0GgwFTpkyB2WwO2f61EvyvvPKKu6Gh4XVmPqR0LULdojr0mbmhubn5kSeffLJR6Vr6ItyTpyUmJmLs2LEYM2YMHA4Htm/fjqqqqqgIN5fLhf3796OwsBBGoxFTp07FoEGDwjKdQrQHf0tLCx544IFau91+h9K1CPWL6tAHgLq6uhVr1qypjbYLlSI5W2ZiYiLy8vKQn58Pl8uFb775BkVFRWhsVNdnpdfrhd1ux44dO7Bv3z6kpqZi6tSpGDhwYNjnzonm4F+5cmWzy+X6OzNH15tAKIKi8St/e0lJSVcsWLDgL48//nia0rX0hNLTI/t8PjidTlRVVaG5uRlmsxlWqxUpKSl9noly69atmDZtWq+383q9cDqdsNvtaGxshNlsRm5uLpKSkvpUR39VVVWhqqoKEyZMiIrVterr63H88cdXVVdXj2RmdX2KC1UyKF1AKLhcrrVvvfXW72+55Za0IUOGKF1Ol5QOfMC/QIvFYoHFYoHX60VNTQ0OHTqExsZGJCUlwWQywWQyITExMeQtbI/Hg/r6etTV1aG2thY+nw8ZGRkYPHhwvz50QiUnJwcAsHPnzqgI/scff/yIy+V6SAJf9JQmWvoAYDQazzv//PPXrlmzJkPpWjqjhsDvCjOjqakJtbW1qK2thcvlAhEhKSkJSUlJiI+PP3ozGAzQ6/XQ6XQgImzZsgVTp06Fz+eD1+tFa2srWlpa0NraiubmZjQ2NqK5uRkGgwEpKSlHP1iMRqPSL7tD0dDit9lsOPXUUw/ZbLYRMpum6CnNhD4RUVZW1vaNGzdOys/PV7qcY6g98Dvj9XrR1NSEpqamo0He0tICj8cDn88Hn8939MMiOTn56AdBXFwc4uPjERcXh4SEBCQnJyM+Pl7xlnxvqD34f/Ob39S9+uqrC10u10tK1yKih2ZCHwCI6KRTTz317bfffjtT6VraitbA742+9umrnVqDv6SkBGefffYPNpttDDNr7yo8ETZRP3qnLWb+3759+/73xhtveJSuJSgWAl/L1Diqh5lx7bXXOh0OxzUS+KK3NBX6AGC3269cunSpQw2Tj0nga4Pagv+5555rKSkpecPr9f5H6VpE9NFc6DNzTV1d3aJFixYpOv+IBL62qCX4Dx48iD/96U82u93+a8WKEFFNc6EPAC6Xa8P27dv/u2HDBkW6eSTwtUnp4GdmXHPNNU6n03kpMzdFvAChCZoMfQCw2+1X3H777RHv5pHA1zYlg//ZZ59tOXjw4EaPx/NFRA8sNEWzoc/Mzrq6uoU33HBDxLp5JPBjgxLBX1JSgkceeaTabrffFJEDCs3SbOgDgMvl2rhjx44vXn/99bB380jgx5ZIBr/P58PVV1/ttNls0q0j+k3ToQ/4R/MsW7bMYbfbw3YMCfzYFKngX7lyZXNpael6Zv4ybAcRMUPzoc/Mh+vq6q6/7rrrasNxIZoEfmwLd/AfOHAAjz76qM3hcNwc8p2LmKT50AcAl8v15s6dOzc88sgjIZ2USgJfAOEL/vr6esydO7fGbrdfzMyukO1YxLSYCH0AcDgc1/3jH//Y/e6774akf18CX7QV6uD3er345S9/edhms/2Gmb8JQYlCAIih0Gdmj8PhOPfmm2+u3LNnT7/2JYEvOhLK4P/9739/ZPfu3WsaGhpeDFF5QgCIodAH/MM47Xb7uZdcconD6XT2aR8S+KIroQj+V1991f3KK69sdTgct4W4PCFiK/QBgJl322y2a+bNm3fY7e7dFOQS+KIn+hP827dvxx133FHqcDgulMnURDjEXOgD/hO7Bw4c+Mttt91W39NtJPBFb/Ql+KuqqnDZZZfZHA7HWczcEOYSRYyKydAHAKfTee+77777n1WrVrV091wJfNEXvQn+5uZmzJkzx2m32xcwc3GEShQxKGZDn5nZ4XD84sEHHyz+8ssvOx3AL4Ev+qMnwc/MuP7662vLy8vvb21t/TjCJYoYE7OhDwDM7HI4HD/51a9+VV5YWHjM4xL4IhS6Cn5mxtKlSxu+/PLLDbW1tU8oVKKIITEd+gDAzOV2u33GvHnzKnbt2nX0fgl8EUqdBf8999xzZMOGDe86HI7/x1pau1SoVsyHPgAwc7HNZps1Z86cqn379kngi7BoH/wPPfRQ44svvvixw+G4VEbqiEiR0A9g5u+rqqp+cvHFFzs+/fRTCXwRFsHgv/vuu73PPffclw6HY44EvogkCf02mHlXRUXFmXfccYe9uFgGUIjwWLNmTeP69es/czgcs5lZkdXdROyS0G+Hmb+tqKg4/Wc/+1nVd999p3Q5QkOYGffee++RlStXflxdXX0OM/fu6kAhQkBCvwPMvLu6unrGz3/+84qORvUI0VvMjGXLljWsXbv2PYfDcbG08IVSJPQ7wcw/2Gy2U3/xi1+UffbZZ9LnKvrM7XbjxhtvrF+3bt0bDodjPjNHflV1IQIk9LvAzMV2u/2Ea665Zvff//73ZhlRJ3rL6XTi3HPPPbxp06YnHA7HFXLSVihNQr8bzFzpcDiOf+SRRzYtXLiwrrW1VemSRJTYs2cPZs6c6di1a9evampq7pFx+EINJPR7gJmbHQ7Hzz/44IOHzz77bKfD4VC6JKFy77zzjufCCy88dOjQoZkul+tNpesRIkhCv4eYmWtqah7cs2fPL2fOnOnYuXOn0iUJFWJm/PGPf2y6+eabt9vt9gJm3q10TUK0JaHfS83Nze+Vl5efcvHFFx/cuHGjjMAQRzU1NWHBggW1zz333CsOh+NkZu7bSj1ChJGEfh8w8/cOh6Ng8eLFW5YvX37E55Nzc7GurKwMs2bNcm7evPkOm812tQzJFGolod9HzFzrcDhOe/7559eed955h8vLy5UuSSjkjTfe8Jx55plVRUVFF9bW1j6jdD1CdEVCvx+Y2Wuz2RZu27btF7Nmzap4/vnnW2WARuyoqanB/PnzDy9ZsuSD6urq8R6P50ulaxKiOxL6IdDa2vqRzWYbs3z58vXnn3/+4YqKCqVLEmH25ptvek455ZTqzz777Nrq6urzmblG6ZqE6AkJ/RBh5gabzXbpli1b5p1++ukVa9eulVa/BjmdTixYsKB28eLFH1ZVVY1rampar3RNQvSGhH6Itba2/ttms435wx/+8Prs2bMPV1ZWKl2SCJG33nrLc/LJJ1d/+umn11VXV58nrXsRjST0w4CZG6qrqxd89dVX82fOnFnxwgsvSKs/ijmdTlx66aW1t95660dVVVXjm5qaXlO6JiH6SkI/jNxu9wc2m23sfffd9/rMmTMdW7ZsUbok0QstLS1YsWJF8/Tp06s++eST620227nMLJdji6hmULoArWPmegALiGjcL3/5y2fy8vLGPfLII+a8vDylSxOd8Hq9eOmll9wPPvhgrcvleubw4cN/YuYmpesSIhQk9COEmXcBmEFEp1xwwQXPnHLKKYOWL1+eMWjQIKVLEwHMjE2bNvnuuOMO55EjR9bZ7fY75apaoTUkfc2RR0RkMBjOz8jIWHHRRRdlLlu2LM1sNitdVr9s3boV06ZNU7qMPtu8eTOWLFnisNvtn1ZXV/+WmcuUrkmIcJDQVxAR6ZOSkq5ISUm5/6qrrjL95je/SUpOTla6rD6J1tDftWsXli5dWlNUVLSzurp6ITPvVbomIcJJQl8FiCjeZDLdHBcXd+sll1ySvGjRopTc3Fyly+qVaAp9Zsbnn3+Ohx9+2FFUVFRaXV19IzP/T+m6hIgECX0VIaK4hISEBWlpaXdOnjw5c+nSpeapU6cqXVaPREPou1wuvPLKK+4nn3yytqmp6Yvq6ur7mHmH0nUJEUkS+ipERARgek5Ozh/S0tImLlq0yDR37lxjSkqK0qV1Ss2hv2/fPvz973+ve+edd1xut3uV0+l8gpntStclhBIk9FWOiHIzMjIWGo3Gq2fOnJm0aNGijIKCAvg/F9RDbaHf1NSEjRs3ep9++mlnTU3NfpvN9kefz/eOTHksYp2EfpQgIh2AWbm5ubfHxcVNmj17dsJFF12UOnXqVOh0yl9jp4bQr62txYcffsivvfaao7Cw0O3xeNY6nc6nmPmQooUJoSIS+lGIiJIB/GTAgAFXeb3e6dOnT9fPnTs3c9asWVBq9I9SoV9SUoK33nqrZd26dXVVVVX1brd7ndPpfBnAt7IQuRDHktCPcoFvACdYrdbLiOjCYcOGJc6bNy/jvPPOM0RyBFCkQt/r9WLbtm3YuHFjwzvvvNPc2tpaXFtbu8blcm1kZpnTWohuSOhrDBENT01NnZOcnPzLxMTE3ClTpuhOOeUU0+TJk/X5+fmIj48Py3HDFfp2ux2FhYXYsmVL03//+98jP/zwA+t0us2VlZWrAfybmRtDflAhNExCX8OIKBHAxISEhBMzMzPP9Hg8E5OSkpInT55MJ598smnKlCmG/Px8JCQk9PtYoQh9m832o4A/cOAAA6j2+XxfVldXfwJgG4Bi6bYRou8k9GMMESUAmBgfH3+CxWI50+PxFCQmJiYPGTKEBw8erB8yZEjSwIEDE3Nzc5GdnY2cnByYzeZuTxZ3F/otLS2orq5GVVVV8OYtLS1tLC0tbSkrK+OKigoQUaXX6/3SZrMFA75EAl6I0JLQFyCieAADAeQCyE1ISBicnp4+0mAwDGXmAR6PJ9NgMBgTExP1FovFFx8fT0ajEQaDAUajkQwGA7lcrhS9Xt/gdrvZ4/HA7XZzQ0MDOZ1OcrvdbmZ2GQyGagBlzc3N+51O535mrgQQvFVLwAsRfhL6oseIKA6AFUAc/DO0Bm9GAD4AHgDuwL8eAI0AnMzsU6RgIcQxJPSFECKGKH9VjxBCiIiR0BdCiBgioS+EEDFEQl8ITdSv4AAAAYpJREFUIWKIhL4QQsQQCX0hhIghEvpCCBFDJPSFECKGSOiLo4goh4heJqL9RLSbiN4loklEVBi4OYmoOPDzvzvYfhUR2Yjou3b3P0JEe4noWyLaQESmyL0qIURbckWuAHB0Xd7/AljDzH8L3FcAIJWZ/xP4fTWAt5l5XSf7mAHgCIDnmXl8m/vPBvAxM3uI6E8AwMy/C+frEUJ0TFr6ImgWAHcw8AGAmQuDgd8TzPw5AGcH93/QZm3a/wEY1N9ihRB9I6EvgsbDP51xuF0N4L0IHEcI0QEJfRExRHQn/LNvvqB0LULEKgl9EbQLwNRw7ZyIrgQwG8BlMm++EMqR0BdBHwOIJ6Jrg3cQ0fFENLO/OyaicwH8DsCFzNzU3/0JIfpOQl8AAAKt74sBnBUYsrkLwL0AKnq6DyJ6CcBmAHlEVEZE1wQeegpAKoAPA8M9/9bpToQQYSVDNoUQIoZIS18IIWKIhL4QQsQQCX0hhIghEvpCCBFDJPSFECKGSOgLIUQMkdAXQogY8v8BZaPV/v+z5VAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "r = cosinor.fit_group(df2, n_components=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
